# Datastreamer > Data Pipelines for Unstructured Data --- ## Pages - [How to analyze daily brand sentiment on Tiktok for thousands of brands.](https://datastreamer.io/how-to-analyze-daily-brand-sentiment-on-tiktok-for-thousands-of-brands/): Datastreamer helps enterprises evolve their social listening capabilities by expanding their existing tools. - [How enterprises expand their social listening capabilities.](https://datastreamer.io/data-pipelines-enterprise-social-listening/): Datastreamer helps enterprises evolve their social listening capabilities by expanding their existing tools. - [Datastreamer | Pipeline Orchestration Platform](https://datastreamer.io/): Datastreamer is the leading pipeline orchestration platform for platforms that derive insights from web data. - [Data pipelines for AI/NLP provider integration](https://datastreamer.io/data-pipelines-for-ai-nlp-provider-integration/): Unstructured data pipelines for AI/NLP providers, making their models easy to integrate into customer stacks, and tough to replace. - [Data pipelines for ETL and database providers](https://datastreamer.io/data-pipelines-for-etl-and-database-providers/): Unstructured data pipelines for ETL, database, and indexing providers to streamline data structuring and ingestion. - [Data pipelines for social listening platforms](https://datastreamer.io/data-pipelines-for-social-listening-platforms/): Data pipeline Infrastructure used by engineers at social listening platforms used to ingest and enrich social media content. - [Data pipelines for CX and MarTech Platforms](https://datastreamer.io/cx-martech-platforms/): Data pipeline platform used by CX and martech platforms to power personalization and targeting. - [Data pipelines for Market Intelligence Platforms](https://datastreamer.io/external-data-ingestion-for-market-intelligence-platforms/): Simplify your data pipelines with Datastreamer. Easily ingest and enrich high-volume data without infrastructure hassles. - [Data pipelines for Threat Intelligence Platforms](https://datastreamer.io/risk-intelligence-platforms/): Datastreamer helps engineering teams ingest, enrich, and route external data into threat intelligence platforms. - [Before We Meet](https://datastreamer.io/before-we-meet/): Get ready for your Datastreamer demo with tips and resources to help you prepare and get the most value from your session. - [Interactive Demo](https://datastreamer.io/interactive-demo/): Setup a new data pipeline in this quick, interactive demo to preview the ease of using the Datastreamer platform. - [Datastreamer Interactive Demo](https://datastreamer.io/datastreamer-interactive-demo/): Try Datastreamer's interactive demo to explore how our real-time data pipelines can power your data workflows and unlock insights. - [Data Readiness for AI](https://datastreamer.io/data-readiness-for-ai/): Discover how Datastreamer helps teams prepare data for AI by ensuring it is clean, structured, and ready for model training. - [Pipeline for Data Developers](https://datastreamer.io/pipeline-for-data-developers/): Build and scale real-time data pipelines with Datastreamer to empower your development workflows and unlock new data insights. - [Pipelines for Data Science](https://datastreamer.io/pipelines-for-data-science/): Power your data science workflows with Datastreamer pipelines. Build, scale, and optimize real-time data pipelines for advanced insights. - [Data Movement](https://datastreamer.io/data-movement/): Learn how Datastreamer simplifies data movement, making it easy to connect, transform, and deliver data in real time. - [Transformation](https://datastreamer.io/transformation/): Transform your data with Datastreamer: clean, enrich, and customize pipelines to power real-time insights and better decisions. - [Enrichment](https://datastreamer.io/enrichment/): Enhance your data with Datastreamer's enrichment capabilities. Transform raw data into actionable insights for better decision-making. - [Pipelines for Data Engineer](https://datastreamer.io/pipelines-for-data-engineers/): Empower data engineers with Datastreamer pipelines. Build, scale, and optimize real-time data pipelines for modern data infrastructure. - [Data democratization](https://datastreamer.io/data-democratization/): Learn how Datastreamer enables data democratization by making real-time data accessible and actionable across your organization. - [Catalog Integration](https://datastreamer.io/catalog-integration/): Explore Datastreamer's registry of connectors, sources, and destinations to build powerful data pipelines for real-time insights. - [Registry](https://datastreamer.io/registry/): Browse Datastreamer's registry of connectors, sources, and destinations to power real-time data pipelines and unlock new insights. - [Partners](https://datastreamer.io/partners/): Explore Datastreamer’s partner ecosystem and learn how to build innovative, data-driven solutions together. - [Datastreamer Cookie Policy](https://datastreamer.io/datastreamer-cookie-policy/): Datastreamer Cookie Policy Effective Date: 15-Aug-2024 Last Updated: 15-Aug-2024What are cookies? This Cookie Policy explains what cookies are and how... - [Book A Demo](https://datastreamer.io/book-demo/): Schedule a Datastreamer demo to learn how to build scalable, reliable data pipelines that power real-time insights. - [Build Social Listening Tools Faster](https://datastreamer.io/social-listening-pipelines/): Power your social listening tools with Datastreamer's real-time pipelines. Ingest, transform, and deliver high-quality data for faster, more accurate insights. - [Build Legal Intelligence Products Faster](https://datastreamer.io/legal-intelligence-pipelines/): Learn how Datastreamer empowers legal teams with real-time data pipelines that drive faster, more accurate research and decision-making. - [UnifyAI | Generative AI for Unstructured Data](https://datastreamer.io/unify-ai/): Discover the revolutionary benefits of unified schema with UnifyAI. Streamline metadata generation and maximize data value. - [Build Threat Intelligence Products Faster](https://datastreamer.io/threat-intelligence-pipelines/): Learn how Datastreamer pipelines power risk intelligence platforms with real-time data for faster detection and smarter decision-making. - [Datastreamer Demo Video](https://datastreamer.io/demo-video-ds/): Look inside the Datastreamer platform instantly with our pre-recorded demo video. Get a personalized demo by reaching out to our team. - [Data Sources | Demo Request](https://datastreamer.io/data-sources-demo/): Explore Datastreamer's data sources demo and see how to connect, transform, and deliver real-time data for your business needs. - [Pricing](https://datastreamer.io/pricing/): Explore Datastreamer's flexible pricing options and find the right plan for your data pipeline needs. - [Datastreamer Customer Agreement](https://datastreamer.io/datastreamer-customer-agreement/): Review the Datastreamer Customer Agreement, outlining terms and conditions for using our data pipeline services. - [Partner Profile: Dark Owl](https://datastreamer.io/partner-profile-dark-owl/): Learn how Dark Owl and Datastreamer partner to deliver real-time access to darknet data for enhanced threat intelligence. - [Datastreamer Platform Catalog](https://datastreamer.io/platform-catalog/): Explore Datastreamer's platform catalog of data sources, destinations, and services to power your real-time data pipelines. - [News & Press Releases](https://datastreamer.io/news-press-releases/): News & Press Releases Press Release: Datastreamer Unveils New Innovations with the 6. 5 Release of its Global Data Pipeline... - [Platform Overview](https://datastreamer.io/data-pipeline/): Learn how Datastreamer helps you build scalable, real-time data pipelines for faster insights and better decisions. - [Case Studies](https://datastreamer.io/case-studies-2/): Explore real-world case studies showing how Datastreamer helps businesses build scalable, reliable pipelines for actionable insights. - [Team Page](https://datastreamer.io/team-page/): Meet the Datastreamer team dedicated to helping you build scalable, reliable pipelines for real-time data insights. - [Blogs](https://datastreamer.io/blogs/): Explore the latest insights and expert perspectives on data pipelines, AI workflows, and real-time data analysis from Datastreamer. - [Contact Us](https://datastreamer.io/contact-us/): Contact Datastreamer for general inquiries, partnership opportunities, or support. We’re here to help you unlock the power of data. - [The Challenges (and Solutions) of Building Generative AI Models](https://datastreamer.io/generative-ai-challenges/): Explore the data challenges facing generative AI models and learn how Datastreamer helps overcome them for real-time insights. - [Generative AI, powered by Datastreamer](https://datastreamer.io/generative-ai/): Explore how Datastreamer supports generative AI models with real-time, high-quality data pipelines for accurate and actionable insights. - [Stay Connected](https://datastreamer.io/stay-connected/): Subscribe for the latest updates, insights, and resources from the Datastreamer team. Stay connected with the future of data pipelines. - [Media Sonar - Case Study](https://datastreamer.io/mediasonar-case-study/): Explore the web data workflows and pipelines behind Media Sonar and its impact on communication and data analysis. - [iThreat - Case Study](https://datastreamer.io/ithreat-case-study/): Explore how Datastreamer supported iThreat, by powering the web workflows powering threat detection and increasing client reporting accuracy. - [Datastreamer Brief](https://datastreamer.io/datastreamer-brief/): Get a quick overview of Datastreamer’s platform, capabilities, and how it helps you build scalable, real-time data pipelines. - [Home](https://datastreamer.io/home2023/): Discover how Datastreamer helps you build real-time data pipelines that power faster insights and smarter decisions for your business. - [Threat & Risk Intelligence - The Pipeline](https://datastreamer.io/lp-threatintelligence/): Discover how Datastreamer powers real-time threat intelligence with data pipelines that enable faster detection and smarter decisions. - [Threat & Risk Intelligence](https://datastreamer.io/threat-risk-intelligence/): Learn how Datastreamer empowers threat and risk intelligence teams with real-time data pipelines for faster, smarter detection. - [Master Terms of Services and Policies](https://datastreamer.io/master-terms-of-services-and-policies/): Master Terms of Services and PoliciesDatastreamer Master Terms of Services and Policies (Last updated March 17th, 2025. )1. INTRODUCTIONThe Datastreamer... - [Get Started](https://datastreamer.io/get-started/): Book a demo with Datastreamer and learn how to build real-time data pipelines for faster insights and smarter decisions. - [Developer Hub](https://datastreamer.io/developer-hub-datastreamer-api/): Comprehensive developer resources to help you get up and running with the Datastreamer platform and API quickly. - [AI classifiers](https://datastreamer.io/ai-classifiers-datastreamer-data-enrichment/): Add depth to your data queries with AI classifiers. Use data enrichments to provide greater, scalable insights. - [Developers](https://datastreamer.io/blog/): - [Resources](https://datastreamer.io/resources/): Explore Datastreamer's collection of resources, including blogs, case studies, and guides to help you build smarter data pipelines. - [About Us](https://datastreamer.io/about-us/): Uncover the role of the datastreamer team in making data sourcing and enrichment seamless for modern businesses. --- ## Posts - [A Guide for Data-Driven Marketing: How to use Predictive Analytics Models to Drive Business Growth](https://datastreamer.io/data-driven-marketing-predictive-analytics-models-driving-business-growth/): Learn how predictive analytics models help marketing and OSINT teams uncover insights, forecast trends, and make data-driven decisions. - [A Guide to Building Custom Data Pipelines with Datastreamer](https://datastreamer.io/custom-data-pipelines-datastreamer/): Learn how to build custom data pipelines with Datastreamer to ingest, process, and analyze data at scale. - [How To Build Threat Detection Pipelines Using Datastreamer](https://datastreamer.io/threat-detection-using-datastreamer/): Learn how to build a threat detection pipeline with Datastreamer by combining data sources, NLP, and custom functions for real-time insights. - [A Guide to Data Pipeline Design: Low-Latency or High-Throughput](https://datastreamer.io/a-guide-to-data-pipeline-design-low-latency-or-high-throughput/): Explore data pipeline design strategies and compare low-latency vs high-throughput architectures for real-time or batch processing needs. - [Take Command of Your Pipelines with Metadata-Driven Observability](https://datastreamer.io/pipeline-control-metadata-driven-observability/): Discover how metadata-driven observability helps you build scalable pipelines with real-time visibility, governance, and strategic control. - [Metadata at Data Ingress: Why Tags and Labels Matter for Strategy and Governance](https://datastreamer.io/metadata-at-data-ingress/): Explore how in-pipeline aggregations power insights from raw data, using real-life cases in sentiment, influencer, and document analytics. - [How To Use In-Pipeline Data Aggregations for Smarter Document Analytics](https://datastreamer.io/pipeline-aggregations-document-analytics/): Explore how in-pipeline aggregations power insights from raw data, using real-life cases in sentiment, influencer, and document analytics. - [The Developer's Guide To Building Custom Pipeline Functions with Python](https://datastreamer.io/custom-pipeline-function-pythons/): Learn how to write and test custom Python functions with Datastreamer pipelines. This guide covers data enrichment, transformation, error handling, and performance best practices. - [Scalable Data Processing: How We Build Reliable, Real-Time Pipelines](https://datastreamer.io/scalable-reliable-real-time-data-pipelines/): Scalable, reliable, real-time data pipelines—see how Datastreamer ensures scale, security, and uptime with Kubernetes-powered architecture. - [Build Smarter AI Workflows with Datastreamer Pipelines](https://datastreamer.io/ai-workflows-datastreamer-pipelines/): Build scalable AI pipelines with Datastreamer. Learn how to ingest, enrich, and query data using a simple, no-code data workflow. - [The Critical Role of Data in Agentic AI](https://datastreamer.io/data-in-agentic-ai/): Explore why high-quality, real-time data is essential for Agentic AI systems and how it impacts performance, decision-making, and accuracy. - [Agentic AI: The Next Evolution in Intelligence Automation](https://datastreamer.io/agentic-ai-intelligent-automation/): Discover how Agentic AI powers intelligent automation with autonomous agents that learn and adapt. Explore real-world features and use cases. - [Unlocking Data Insights: The Power of Volume Extrapolation in Your Datastreamer Pipeline](https://datastreamer.io/unlocking-data-insights-volume-extrapolation-datastreamer/): Unlocking Data Insights: The Power of Volume Extrapolation in Your Datastreamer Pipeline By Nadia ConroyMarch 2025 | 15 min. read... - [Estimating NLP/ML Model Creation Costs](https://datastreamer.io/estimating-nlp-ml-model-creation-costs/): Estimating NLP/ML Model Creation Costs By Tyler LogtenbergDecemeber 2024 | 7 min. read Table of Contents To account for the... - [Estimating the Cost to Add a Web Data Source](https://datastreamer.io/estimating-the-cost-to-add-a-web-data-source/): Estimating the Cost to Adding Web Data Sources By Tyler LogtenbergDecemeber 2024 | 7 min. read Table of Contents To... - [When Will My Company Outgrow Talkwalker? A Guide for Social Listening Products](https://datastreamer.io/outgrowing-talkwalker-guide-for-social-listening-products/): Talkwalker's APIs are a great foundational framework, but what happens when you need more? A guide for growing social listening platforms. - [Instagram APIs for Custom Monitoring | Official API v.s. Alternative API v.s. Scraping](https://datastreamer.io/instagram-data-guide-official-vs-alternative-api-vs-scraping/): APIs to Integrate Public Instagram Data into Your Own Systems. Real-time monitoring or search hashtags, profiles, keywords, and mentions. - [5 Best Review APIs | No Scraping Required to Integrate Review Data Feeds](https://datastreamer.io/5-best-review-apis-no-scraping-required-to-integrate-review-data-feeds/): APIs to Integrate Reviews Data into Your Own Systems. Search & monitor online reviews: 1. Datastreamer 2. Socialgist 3. Webz - [How to Integrate a News Data API | 2 Alternatives to DIY Scraping](https://datastreamer.io/how-to-integrate-a-news-data-api-2-alternatives-to-diy-scraping/): Save 5 weeks of integration time with this prebuilt infrastructure and developer-friendly alternatives to DIY from scratch. - [2024's Best News Data APIs | Feed Searchable News Data Into Your Own Tools](https://datastreamer.io/best-news-data-apis-custom-feeds/): APIs to Feed News Data into Your Own Systems. Search & monitor online news with no scraping required. 1. Datastreamer 2. Opoint 3. Socialgist - [2024’s Best Dark Web APIs | Feed Your Own Systems with Darknet Data](https://datastreamer.io/2024s-best-dark-web-apis-feed-your-own-systems-with-darknet-data/): APIs to Feed Dark Web Data into Your Own Systems. Search & monitor the Darknet with no scraping required. 1. Datastreamer 2. Dark Owl 3. Webz - [CleanDNS Partner Profile](https://datastreamer.io/cleandns-partner-profile/): View the %%title%% and their offerings on the Datastreamer Catalog. - [2024’s Best Social Media Monitoring API’s | Feed Your Own Systems with Social Data](https://datastreamer.io/social-media-listening-api-guide/): The best APIs to integrate web & social data without building crawlers or scraping: 1. Datastreamer API 2. Keyhole API 3. Mention API ... - [Socialgist Chinese Videos](https://datastreamer.io/component_socialgist_chinese_videos/): Socialgist Chinese Videos Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist Chinese Blogs](https://datastreamer.io/component_socialgist_chinese_blogs/): Socialgist Chinese Blogs Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist Chinese News](https://datastreamer.io/component_socialgist_chinese_news/): Socialgist Chinese News Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist Chinese Reviews](https://datastreamer.io/component_socialgist_chinese_reviews/): Socialgist Chinese Reviews Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist Chinese Boards](https://datastreamer.io/component_socialgist_chinese_boards/): Socialgist Chinese Boards Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist English Videos](https://datastreamer.io/component_socialgist_english_videos/): Socialgist English Videos Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist English News](https://datastreamer.io/component_socialgist_english_news/): Provider: Socialgist Socialgist English News Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist English Boards](https://datastreamer.io/component_socialgist_english_boards/): Socialgist English Boards Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist English Reviews](https://datastreamer.io/component_socialgist_english_reviews/): Socialgist English Reviews Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist English Blogs](https://datastreamer.io/component_socialgist_english_blogs/): Socialgist English Blogs Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics... - [Socialgist & Datastreamer Partner to Simplify Conversational Data Integration](https://datastreamer.io/socialgist-datastreamer-partnership-announcement/): Datastreamer & Socialgist proudly announce a partnership that is set to reshape the way businesses integrate and utilize conversational data. - [SocialGist Partner Profile](https://datastreamer.io/socialgist-partner-profile/): View the %%title%% on the Datastreamer Catalog. - [How to Standardize Data from Different Sources | Tools, Steps, and Examples](https://datastreamer.io/standardize-data-guide/): Learn how and when to standardize data. This guide explores pre-built tools for unstructured data as well as manual methods like Python, SQL. - [5 Best PII Redaction API's 2024 | Features, Reviews + More](https://datastreamer.io/top-pii-redaction-tools-guide/): Concerned with GDPR or HIPAA? Compare PII redaction tools: 1. Private AI 2. Assembly AI 3. Amazon Comprehend 4. Presidio ... - [Datastreamer x Private AI: Partnering to Enable Privacy Compliant Data Pipelines](https://datastreamer.io/datastreamer-x-private-ai-partnership-press-release/): “Joining forces with Private AI helps us solve one of the most pressing deterrents of unstructured data adoption – ensuring information security & compliance" - David Strucke, CEO of Datastreamer - [OpenAI Prompts (ChatGPT)](https://datastreamer.io/openai-prompts-chatgpt/): View more details about: %%title%%, on the Datastreamer catalog! - [ESG Classifier](https://datastreamer.io/esg-classifier/): View more details about: %%title%%, on the Datastreamer catalog! - [NER (Named Entity Recognition)](https://datastreamer.io/ner/): View more details about: %%title%%, on the Datastreamer catalog! - [Twingly VK](https://datastreamer.io/twingly-vk/): Twingly VK Provider: Twingly Get unique insight in Russian social postings Listing ID: Type: Adapter Category: Data Source Pricing Request... - [Twingly Reviews](https://datastreamer.io/twingly-reviews/): Twingly Reviews Provider: Twingly Customer reviews are the key to unlocking valuable insights into their brand's perception. Listing ID: Type:... - [Twingly Forums](https://datastreamer.io/twingly-forums/): Twingly Forums Provider: Twingly Keep track of online discussions. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details... - [Intent Classifier](https://datastreamer.io/intent-classifier/): View more details about: %%title%%, on the Datastreamer catalog! - [Violence Detection Classifier](https://datastreamer.io/violence-detection-classifier/): View more details about: %%title%%, on the Datastreamer catalog! - [Vital4 Criminal Records](https://datastreamer.io/vital4-criminal-records/): Criminal Records Provider: Vital4 Delivers unrivaled coverage, accuracy, compliance, and competitive pricing of criminal data collected daily from thousands of... - [Vital4 Adverse Media](https://datastreamer.io/vital4-adverse-media/): Adverse Media Provider: Vital4 Adverse media detection serves as an important early predictor for potential watchlist or sanctions listings, as... - [Vital4 Watchlists and Sanctions](https://datastreamer.io/vital4-watchlists-and-sanctions/): Watchlists & Sanctions Provider: Vital4 Global watchlists are compiled by governments and international organizations to identify entities linked to crime,... - [Webz Blogs](https://datastreamer.io/webz-blogs/): Webz Blogs Provider: Webz. io Plug your machines into our global blogs API now and start listening to the right... - [Webz Forums](https://datastreamer.io/webz-forums/): Webz Forums Provider: Webz. io Webz. io keeps your machines posted with the latest topic on the discussion board. It... - [Webz Reviews](https://datastreamer.io/webz-reviews/): Webz Reviews Provider: Webz. io Tap into a stream of powerful review data feeds from across the web, ready for... - [Webz Dark Web](https://datastreamer.io/webz-dark-web/): Webz Dark Web Provider: Webz. io The world’s most powerful dark web feed is a few clicks away,now your machines... - [Webz News](https://datastreamer.io/webz-news/): Webz News Provider: Webz. io Access structured, noise-free, enriched news data feeds from millions of sites, in 170+ languages from... - [Webz Partner Profile](https://datastreamer.io/webz-partner-profile/): View the %%title%% on the Datastreamer Catalog. - [SMAT Partner Profile](https://datastreamer.io/smat-partner-profile/): View the %%title%% on the Datastreamer Catalog. - [Opoint Partner Profile](https://datastreamer.io/opoint-partner-profile/): View the %%title%% on the Datastreamer Catalog. - [Twingly Partner Profile](https://datastreamer.io/twingly-partner-profile/): View the %%title%% on the Datastreamer Catalog. - [Vital4 Partner Profile](https://datastreamer.io/vital4-partner-profile/): View the %%title%% on the Datastreamer Catalog. - [Vital4 Politically Exposed Persons](https://datastreamer.io/vital4-pep/): Politically Exposed Persons Provider: Vital4 Politically Exposed Persons are individuals connected to high-level roles in a government, either directly, through... - [Opoint News](https://datastreamer.io/opoint-news/): News Search Provider: Opoint Opoint collects news from every corner of the web and turns it into clean and organized... - [Data365 Instagram (Beta)](https://datastreamer.io/data365-instagram/): Instagram Search Provider: Data365 The Instagram search enables you to search social media publications by hashtag or location and receive... - [Data365 Twitter (Beta)](https://datastreamer.io/data365-twitter/): Twitter Search Provider: Data365 Twitter by Data365 enables you to perform advanced searches using keywords for tweets, people, and more.... - [Data365 Facebook (Beta)](https://datastreamer.io/data365-facebook/): Facebook Search Provider: Data365 Facebook data can be used by companies that provide services like social media listening, sentiment analysis,... - [Data365 Linkedin (Beta)](https://datastreamer.io/data365-linkedin/): Linkedin Search Provider: Data365 Get in-depth information on LinkedIn professionals, posts, companies, and their employees, jobs, and more, or apply... - [Data365 TikTok (Beta)](https://datastreamer.io/data365-tiktok/): TikTok Search Provider: Data365 Use the TikTok scraping API to download large amounts of data about posts and TikTok users... - [Datastreamer Debrief: May](https://datastreamer.io/datastreamer-debrief-may/): In this month's debrief we discuss: Transitioning from academia to industry, tips from McKinsey on harnessing external data, and more. - [WebSightLine](https://datastreamer.io/websightline-partner-profile/): %%title%% - [5 Best Data Pipeline Tools 2023 | Features, Reviews + More](https://datastreamer.io/best-data-pipeline-tools-guide/): This article compares the best data pipeline tools: 1. Datastreamer 2. Fivetran 3. Hevo 4. Segment 5. Talend - [April Platform Update: Bring Your Own Data into Datastreamer](https://datastreamer.io/april-update-bring-your-own-data/): We're thrilled to announce a highly requested roadmap item that breaks ground in the data pipeline industry: The ability to plug your own unstructured data (or external data from any vendor) into our platform. Automate data transformation into a unified schema and leverage advanced AI models to extract value from unstructured data at scale. - [Data365](https://datastreamer.io/data365-partner-profile/): %%title%% - [Do More with Twitter Data | AI Models to Provide Customers with Unique Insights Faster](https://datastreamer.io/do-more-with-twitter-data/): This article lists machine learning models that extend the analytical capabilities of your team while saving time. We also mention... - [DarkOwl Partner Profile](https://datastreamer.io/darkowl-partner-profile/): View the %%title%% on the Datastreamer Catalog. - [Datastreamer Partner Profile](https://datastreamer.io/datastreamer-partner-profile/): View the %%title%% on the Datastreamer Catalog. - [Partner Profile (Post Template)](https://datastreamer.io/partner-profile-post-template/): View more details about our partner: %%title%% and the components they provide on the Datastreamer catalog! - [Category Classifier](https://datastreamer.io/component-category-classifier/): View more details about: %%title%%, on the Datastreamer catalog! - [Sentiment Classifier](https://datastreamer.io/component-sentiment-classifier/): View more details about: %%title%%, on the Datastreamer catalog! - [Location Inference Classifier](https://datastreamer.io/component-location-inference-classifier/): View more details about: %%title%%, on the Datastreamer catalog! - [Content Similarity Clustering](https://datastreamer.io/component-content-similarity-clustering/): View more details about: %%title%%, on the Datastreamer catalog! - [The Challenges (and Solutions) of Building Generative AI Models](https://datastreamer.io/generative-ai-model-challenges/): Generative AI models promise exciting outcomes - but developers need to overcome the challenges of feeding those models with high... - [Case Study - iThreat](https://datastreamer.io/elementor-25405/): For over 20 years, iThreat has been at the forefront of threat signal monitoring for client organizations and their assets.... - [Purchasing vs. Building Your Unstructured Data Pipeline | Datastreamer](https://datastreamer.io/purchasing-building-unstructured-data-pipeline/): Why purchasing a turnkey unstructured data pipeline like Datastreamer, is better than building one. - [Datastreamer's New Intent Classifier](https://datastreamer.io/new-intent-classifier/): Datastreamer uses a secure API to streamline your data intake and enhance your data integrity, but with the new 6.... - [Enhance your Business with Datastreamer](https://datastreamer.io/enhance-your-business/): No matter the industry, Datastreamer fuels your data pipeline. With the exciting 6. 5 platform release, you can unlock endless... - [Press Release: Datastreamer Unveils New Innovations with the 6.5 Release of its Global Data Pipeline Platform ](https://datastreamer.io/news-6-5-release/): Significant advances in Datastreamer’s data pipeline platform enables companies to access billions of pieces of unstructured data and add new... - [Datastreamer 6.5 is Revolutionizing Data Integration](https://datastreamer.io/datastreamer-6-5-is-revolutionizingdata-integration/): In the supercharged Digital Age, the health of your data is essential. Think of it this way: you could have... - [Datastreamer migrates data pipeline from on-prem to Google Cloud and reduces costs with SADA](https://datastreamer.io/news-migrate-data-pipeline-to-cloud/): Just as the oil industry utilizes pipelines to transport large quantities of raw materials to refineries for processing, Datastreamer provides... - [Why is Maintaining Data Integrity so Important?](https://datastreamer.io/maintaining-data-integrity/): In the supercharged Digital Age, the health of your data is essential. Think of it this way: you could have... --- ## Listing Items/Components - [Catalog Item Preview Tile](https://datastreamer.io/?jet-engine=catalog-item-preview-tile): --- ## Catalog group - [Location-Based Data Collection](https://datastreamer.io/catalog-group/location-based-data-collection/): - [Video Collection and Processing](https://datastreamer.io/catalog-group/processing-audio-video/): - [Joining eCommerce](https://datastreamer.io/catalog-group/handling-ecommerce/): - [Using Gemini AI](https://datastreamer.io/catalog-group/gemini-ai/): - [Enterprise Stack Integrations](https://datastreamer.io/catalog-group/enterprise-integration/): - [Quick KYC and Underwriting Kit](https://datastreamer.io/catalog-group/kyc-implementation/): - [Detecting Sentiment and Entities](https://datastreamer.io/catalog-group/detecting-sentiment/): - [Leveraging Dark Web](https://datastreamer.io/catalog-group/dark-web/): - [Social Listening Basics](https://datastreamer.io/catalog-group/social-listening-basics/): - [OSINT Starter Kit](https://datastreamer.io/catalog-group/threat-intelligence-basics/): - [Exploring Reviews Kit](https://datastreamer.io/catalog-group/exploring-reviews/): - [Integrating eCommerce Kit](https://datastreamer.io/catalog-group/detecting-entities/): - [Location Enrichments](https://datastreamer.io/catalog-group/location-inference/): Location based inference - [Quick Social Media Integrations](https://datastreamer.io/catalog-group/integrating-social-media/): - [Using unique data](https://datastreamer.io/catalog-group/tik-tok/): Some description here --- ## How-to - [How to query multiple social media sources at once?](https://datastreamer.io/how-to/how-to-query-multiple-social-media-sources-at-once/): Managing queries across multiple social media sources is no easy task. From juggling different APIs and pricing models to handling... - [How to detect return intent in online reviews?](https://datastreamer.io/how-to/how-to-detect-return-intent-in-online-reviews/): Determining whether customers intend to return to a product or a service based on their reviews requires sentiment and intent... --- ## Partner Profile - [Bluesky](https://datastreamer.io/partner/bluesky/): - [Open Measures](https://datastreamer.io/partner/open-measures/): - [Bright Data](https://datastreamer.io/partner/bright-data/): - [Private AI](https://datastreamer.io/partner/private-ai/): - [Vetric](https://datastreamer.io/partner/vetric/): - [Tisane Labs](https://datastreamer.io/partner/tisane-labs/): - [alphaMountain](https://datastreamer.io/partner/alphamountain/): - [Datastreamer](https://datastreamer.io/partner/datastreamer/): - [WebSightLine](https://datastreamer.io/partner/websightline/): - [Vital4](https://datastreamer.io/partner/vital4/): - [Twingly](https://datastreamer.io/partner/twingly/): - [Webz](https://datastreamer.io/partner/webz-io/): - [Opoint](https://datastreamer.io/partner/opoint/): - [Socialgist](https://datastreamer.io/partner/socialgist/): - [Data365](https://datastreamer.io/partner/data365/): - [DarkOwl](https://datastreamer.io/partner/darkowl/): - [CleanDNS](https://datastreamer.io/partner/cleandns/): --- ## Catalog Item - [Apify's Facebook Post Scraper](https://datastreamer.io/catalog/apifys-facebook-post-scraper/): Use the Apify Facebook Post Scraper to get post data into your data pipelines. - [Apify's Facebook Comment Scraper](https://datastreamer.io/catalog/apifys-facebook-comment-scraper/): Use the Apify Facebook Comment Scraper to load comment results into your data pipelines. - [Apify's Facebook Groups Scraper](https://datastreamer.io/catalog/apifys-facebook-groups-scraper/): Load posts from the Apify Facebook Groups Scraper into your data pipelines. - [Apify Community Actors](https://datastreamer.io/catalog/apify-community-actors/): 4,500+ Apify community actors for web scraping, ready to connect to your data pipelines. - [Apify Amazon Scraper](https://datastreamer.io/catalog/apify-amazon-scraper/): Load products, search results, and categories into your pipelines using Apify's Amazon scraper. - [Apify AI Website Crawler](https://datastreamer.io/catalog/apify-ai-website-crawler/): Apify’s Website Content Crawler that allows you to extract content from websites, and load into your data pipelines running on Datastreamer. - [Apify YouTube Scraper](https://datastreamer.io/catalog/apify-youtube-scraper/): Get data into your pipelines via Apify's YouTube Scraper. - [Apify Google Maps Scraper](https://datastreamer.io/catalog/apify-google-maps-scraper/): Get Google Maps data into your pipelines with Apify's Google Maps Scraper - [Apify Google Search Scraper](https://datastreamer.io/catalog/apify-google-search-scraper/): Get comprehensive Google Search results int your pipelines via Apify’s Google Search Scraper. - [Apify TikTok Hashtag Scraper](https://datastreamer.io/catalog/apify-tiktok-hashtag-scraper/): Gather post data with Apify's TikTok Hashtag Scraper, and automatically ingest into your pipelines. - [Apify TikTok Comments Scraper](https://datastreamer.io/catalog/apify-tiktok-comments-scraper/): Feed your pipelines with comments from videos by calling Apify's TikTok Comments Scraper - [Apify TikTok Profile Scraper](https://datastreamer.io/catalog/apify-tiktok-profile-scraper/): Get profile details via Apify's TikTok Profile Scraper, running in your pipelines. - [Apify Instagram Post Scraper](https://datastreamer.io/catalog/apify-instagram-post-scraper/): Gather post data with Apify's Instagram Post Scraper in your data pipelines. - [ Apify Instagram Comments Scraper](https://datastreamer.io/catalog/apify-instagram-comments-scraper/): Retrieve comments from posts by calling Apify's Instagram Comments Scraper. - [Apify Instagram Profile Scraper](https://datastreamer.io/catalog/apify-instagram-profiles-scraper/): Get profile details via Apify's Instagram Profiles Scraper. All you need to set up is usernames or URLs you want to extract data from. - [Social Voice On-Screen Logo Detection Model](https://datastreamer.io/catalog/social-voice-on-screen-logo-detection-model/): - [Social Voice On-Screen Text Detection Model](https://datastreamer.io/catalog/social-voice-on-screen-text-detection-model/): - [Social Voice Direction Focus Classifier](https://datastreamer.io/catalog/social-voice-direction-focus-classifier/): - [Social Voice Tonality Classifier](https://datastreamer.io/catalog/social-voice-tonality-classifier/): - [Social Voice Political Leaning Model](https://datastreamer.io/catalog/social-voice-political-leaning-model/): - [Social Voice Brand Safety Model (GARM)](https://datastreamer.io/catalog/social-voice-brand-safety-model-garm/): - [Social Voice IAB Category Classifier](https://datastreamer.io/catalog/social-voice-iab-category-classifier/): - [Social Voice Toxicity Classifier](https://datastreamer.io/catalog/social-voice-toxicity-classifier/): - [Social Voice Transcription](https://datastreamer.io/catalog/social-voice-transcription-model/): - [Social Voice Personality Model](https://datastreamer.io/catalog/social-voice-personality-model/): - [Tisane Topic Extraction](https://datastreamer.io/catalog/tisane-topic-extraction/): - [Tisane Entity Extraction](https://datastreamer.io/catalog/tisane-entity-extraction/): - [Tisane Sentiment Analysis](https://datastreamer.io/catalog/tisane-sentiment-analysis/): - [Firehose](https://datastreamer.io/catalog/firehose/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Cloud Run Functions](https://datastreamer.io/catalog/custom-python-functions/): - [DarkOwl Ransomware API](https://datastreamer.io/catalog/darkowl-ransomware-api/): - [DarkOwl Score API](https://datastreamer.io/catalog/darkowl-score-api/): - [DarkOwl DarkSonar API](https://datastreamer.io/catalog/darkowl-darksonar-api/): - [DarkOwl Entity API](https://datastreamer.io/catalog/darkowl-entity-api/): - [The Social Proxy Social Media Datasets](https://datastreamer.io/catalog/the-social-proxy-social-media-datasets/): - [The Social Proxy Financial Market Datasets](https://datastreamer.io/catalog/the-social-proxy-financial-market-datasets/): - [The Social Proxy Sports Datasets](https://datastreamer.io/catalog/the-social-proxy-sports-datasets/): - [The Social Proxy Maps Datasets](https://datastreamer.io/catalog/the-social-proxy-maps-datasets/): - [The Social Proxy SERP Datasets](https://datastreamer.io/catalog/the-social-proxy-serp-datasets/): - [Google Analytics Hub](https://datastreamer.io/catalog/google-analytics-hub/): - [Bright Data Web Scraping](https://datastreamer.io/catalog/bright-data-web-scraping/): - [Bright Data Zoominfo](https://datastreamer.io/catalog/bright-data-zoominfo/): - [Bright Data Yelp](https://datastreamer.io/catalog/bright-data-yelp/): - [Bright Data Vimeo](https://datastreamer.io/catalog/bright-data-vimeo/): - [Bright Data Zillow](https://datastreamer.io/catalog/bright-data-zillow/): - [Bright Data Booking.com](https://datastreamer.io/catalog/bright-data-booking-com/): - [Bright Data AirBnB](https://datastreamer.io/catalog/bright-data-airbnb/): - [Bright Data Apple App Store](https://datastreamer.io/catalog/bright-data-apple-app-store/): - [Bright Data Wikipedia](https://datastreamer.io/catalog/bright-data-wikipedia/): - [Bright Data Google Play](https://datastreamer.io/catalog/bright-data-google-play/): - [Bright Data Google Search](https://datastreamer.io/catalog/bright-data-google-search/): - [Bright Data Facebook](https://datastreamer.io/catalog/bright-data-facebook/): - [Bright Data X(Twitter)](https://datastreamer.io/catalog/bright-data-xtwitter/): - [ScrapingBee Web Scraping](https://datastreamer.io/catalog/scrapingbee-web-scraping/): - [AnyBigData Web Scraping](https://datastreamer.io/catalog/anybigdata-web-scraping/): - [Zyte Web Scraping](https://datastreamer.io/catalog/zyte-web-scraping/): - [Socialgist Tumblr](https://datastreamer.io/catalog/socialgist-tumblr/): - [Vetric Social Media Advertisements](https://datastreamer.io/catalog/vetric-social-ad-details/): - [Vetric eCommerce Product Listings](https://datastreamer.io/catalog/vetric-ecommerce-products/): - [Twingly News](https://datastreamer.io/catalog/twingly-news/): - [Webz Web Archives](https://datastreamer.io/catalog/webz-web-archives/): - [Webz News Lite](https://datastreamer.io/catalog/webz-news-lite/): - [Webz Data Breaches](https://datastreamer.io/catalog/webz-data-breaches/): - [Open Measures VK](https://datastreamer.io/catalog/open-measures-vk/): - [Open Measures Wimkin](https://datastreamer.io/catalog/open-measures-wimkin/): - [Open Measures Truth Social](https://datastreamer.io/catalog/open-measures-truth-social/): - [Open Measures TikTok](https://datastreamer.io/catalog/open-measures-tiktok/): - [Open Measures Telegram](https://datastreamer.io/catalog/open-measures-telegram/): - [Open Measures Scored (Win Communities)](https://datastreamer.io/catalog/open-measures-scored-win-communities/): - [Open Measures RuTube](https://datastreamer.io/catalog/open-measures-rutube/): - [Open Measures Rumble](https://datastreamer.io/catalog/open-measures-rumble/): - [Open Measures Poal](https://datastreamer.io/catalog/open-measures-poal/): - [Open Measures Parler](https://datastreamer.io/catalog/open-measures-parler/): - [Open Measures Odnoklassniki](https://datastreamer.io/catalog/open-measures-odnoklassniki/): - [Open Measures Minds](https://datastreamer.io/catalog/open-measures-minds/): - [Open Measures MeWe](https://datastreamer.io/catalog/open-measures-mewe/): - [Open Measures LBRY/Odysee](https://datastreamer.io/catalog/open-measures-lbry-odysee/): - [Open Measures Gettr](https://datastreamer.io/catalog/open-measures-gettr/): - [Open Measures Gab](https://datastreamer.io/catalog/open-measures-gab/): - [Open Measures Fediverse](https://datastreamer.io/catalog/open-measures-fediverse/): - [Open Measures Bluesky](https://datastreamer.io/catalog/open-measures-bluesky/): - [Open Measures BitChute](https://datastreamer.io/catalog/open-measures-bitchute/): - [Open Measures 8kun](https://datastreamer.io/catalog/open-measures-8kun/): - [Open Measures 4chan](https://datastreamer.io/catalog/open-measures-4chan/): - [Datastreamer Keyword-based Search](https://datastreamer.io/catalog/datastreamer-keyword-based-search/): - [Datastreamer Product Brand Detection](https://datastreamer.io/catalog/datastreamer-product-brand-detection/): - [Datastreamer Product Name Detection](https://datastreamer.io/catalog/datastreamer-product-name-detection/): - [Snowflake Data Warehouse](https://datastreamer.io/catalog/snowflake-data-warehouse/): - [Datastreamer Searchable Storage](https://datastreamer.io/catalog/datastreamer-searchable-storage/): - [Fivetran ETL](https://datastreamer.io/catalog/fivetran-etl/): - [PrivateAI PII Detection](https://datastreamer.io/catalog/privateai-pii-detection/): - [Datastreamer AI Brand Recognition Classifier](https://datastreamer.io/catalog/datastreamer-ai-brand-recognition-classifier/): - [Google Cloud Run Functions](https://datastreamer.io/catalog/google-cloud-run-functions/): - [Datastreamer Deduplication](https://datastreamer.io/catalog/datastreamer-deduplication/): - [Datastreamer Recurring Data Collection Jobs](https://datastreamer.io/catalog/datastreamer-recurring-data-collection-jobs/): - [Ocient Data Warehouse](https://datastreamer.io/catalog/ocient-data-warehouse/): - [ChatGPT Summarization](https://datastreamer.io/catalog/chatgpt-summarization/): - [Google GeminiAI Prompts](https://datastreamer.io/catalog/google-geminiai-prompts/): - [Datastreamer Significant Term Aggregation](https://datastreamer.io/catalog/datastreamer-significant-term-aggregation/): - [Datastreamer Historical Volume Aggregation](https://datastreamer.io/catalog/datastreamer-historical-volume-aggregation/): - [Nimble scraping](https://datastreamer.io/catalog/nimble-scraping/): - [Tisane Problematic Content Detection](https://datastreamer.io/catalog/tisane-problematic-content-detection/): - [Socialgist Weibo](https://datastreamer.io/catalog/socialgist-weibo/): - [Socialgist Disqus](https://datastreamer.io/catalog/socialgist-disqus/): - [Socialgist Broadcast News](https://datastreamer.io/catalog/socialgist-broadcast-news/): - [Datastreamer HTML Document Pruner](https://datastreamer.io/catalog/datastreamer-html-document-pruner/): - [X (Twitter) Enterprise API](https://datastreamer.io/catalog/x-twitter-enterprise-api/): - [Vetric Social Sources](https://datastreamer.io/catalog/vetric-social-source/): - [Datastreamer Product Sentiment Detection](https://datastreamer.io/catalog/datastreamer-product-sentiment-classifier/): - [Google Language Detection](https://datastreamer.io/catalog/google-language-detection/): - [Datastreamer Hard News Classifier](https://datastreamer.io/catalog/datastreamer-hard-news-classifier/): Overview Description The Hard News classifier identifies objective news articles versus subjective, more fact versus opinion-based, and consists of timely... - [Gemini Translate](https://datastreamer.io/catalog/gemini-translation/): - [Bright Data Amazon Reviews](https://datastreamer.io/catalog/bright-data-amazon-reviews/): Overview Integration Details This source is available as part of the Bright Data Data Sources bundle. Description Collect Amazon products and... - [Bluesky](https://datastreamer.io/catalog/bluesky/): Overview Integration Details Description A live firehose feed of Bluesky posts sourced directly from Bluesky’s official stream.   About BlueskyBluesky... - [Datastreamer Location Inference Enrichment](https://datastreamer.io/catalog/datastreamer-location-inference-enrichment/): Overview Integration Details Description Location Inference Enrichment work to infer the location of the author of a piece of text... - [WebSightLine File Fetcher](https://datastreamer.io/catalog/websightline-file-fetcher/): Overview Integration Details Description Fetch and store the files linked inside the content processed in data Pipeline. Components from This... - [Datastreamer User Behaviour Classifier](https://datastreamer.io/catalog/datastreamer-user-behaviour-classifier/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is... - [Datastreamer User Sentiment Classifier](https://datastreamer.io/catalog/datastreamer-user-sentiment-classifier/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is... - [Datastreamer Stock Ticker Conversion](https://datastreamer.io/catalog/datastreamer-stock-ticker-conversion/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is... - [Datastreamer Spam Detection Classifier](https://datastreamer.io/catalog/datastreamer-spam-detection-classifier/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is... - [Datastreamer Slang Translation](https://datastreamer.io/catalog/datastreamer-slang-translation-model/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description Drug terms, street slang,... - [Datastreamer Sentiment Classifier](https://datastreamer.io/catalog/datastreamer-sentiment-classifier/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is... - [Datastreamer Product Detection Classifier](https://datastreamer.io/catalog/datastreamer-product-detection-classifier/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is... - [Datastreamer Ingredient Detection Classifier](https://datastreamer.io/catalog/datastreamer-ingredient-detection-classifier/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description The fabrics, minerals, materials,... - [Datastreamer Event Detection Classifier](https://datastreamer.io/catalog/datastreamer-event-detection-classifier/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is... - [Datastreamer Emotion Detection Classifier](https://datastreamer.io/catalog/datastreamer-emotion-detection-classifier/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is... - [Datastreamer Dominant Location Classifier](https://datastreamer.io/catalog/datastreamer-dominant-location-classifier/): Overview Integration Details This source is available as part of the Datastreamer NLP Classifiers bundle. Description This component is a... - [Datastreamer Dialect Detection Model](https://datastreamer.io/catalog/datastreamer-dialect-detection-model/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is... - [Datastreamer Cultural Reference Recognition Model](https://datastreamer.io/catalog/datastreamer-cultural-reference-recognition-model/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description Movies, songs, memes, books... - [Bright Data CNN News](https://datastreamer.io/catalog/bright-data-cnn-news/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of... - [AWS S3 Storage](https://datastreamer.io/catalog/aws-s3-storage/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Datastreamer Abusive Language Classifier](https://datastreamer.io/catalog/datastreamer-abusive-language-classifier/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Bright Data Shein Products](https://datastreamer.io/catalog/bright-data-shein-products/): Overview Integration Details Description URL based collection of Shein products. Returns matching product listing that contain product description, starting price,... - [Bright Data Indeed Job Listings](https://datastreamer.io/catalog/bright-data-indeed-job-listings/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of... - [Bright Data Glassdoor Job Listings](https://datastreamer.io/catalog/bright-data-glassdoor-job-listings/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of... - [Bright Data Github Code](https://datastreamer.io/catalog/bright-data-github-code/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of... - [Bright Data G2 Reviews](https://datastreamer.io/catalog/bright-data-g2-reviews/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL based collection... - [Bright Data TrustRadius](https://datastreamer.io/catalog/bright-data-trustradius/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of... - [Bright Data Crunchbase](https://datastreamer.io/catalog/bright-data-crunchbase/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based search, returning... - [Amazon Products](https://datastreamer.io/catalog/bright-data-amazon-products-and-reviews/): Overview Integration Details This source is available as part of the Bright Data Data Sources bundle. Description Collect Amazon products and... - [Bright Data Instagram](https://datastreamer.io/catalog/bright-data-instagram/): Overview Integration Details This source is available as part of the Bright Data Sources bundle. Description Collect and extract Instagram... - [Bright Data Pinterest](https://datastreamer.io/catalog/bright-data-pinterest/): Overview Integration Details This source is available as part of the Bright Data Sources bundle. Description Collect and search for... - [Reddit Comments](https://datastreamer.io/catalog/bright-data-reddit-comments/): Overview Integration Details Description Extract up to 1000 Reddit post comments with a URL input. Further refine by choosing the... - [Bright Data Reddit](https://datastreamer.io/catalog/bright-data-reddit/): Overview Integration Details This source is available as part of the Bright Data Sources bundle. Description Collect and search for... - [Bright Data YouTube](https://datastreamer.io/catalog/bright-data-youtube/): Overview Integration Details This source is available as part of the Bright Data Sources bundle. Description Search for Youtube video... - [Bright Data Google Shopping Products](https://datastreamer.io/catalog/bright-data-google-shopping-products/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Results from Google... - [Bright Data eBay Listings](https://datastreamer.io/catalog/bright-data-ebay-listings/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based searching of... - [Bright Data Etsy Products](https://datastreamer.io/catalog/bright-data-etsy-products/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based searching of the... - [Bright Data Target](https://datastreamer.io/catalog/bright-data-target/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based searching of... - [Bright Data Yahoo Finance](https://datastreamer.io/catalog/bright-data-yahoo-finance/): Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based collection of... - [Bright Data Walmart](https://datastreamer.io/catalog/bright-data-walmart/): Overview Integration Details Description URL based collection of products from Walmart. Returning matching product listings, containing: pricing, stock keeping unit,... - [Bright Data Trustpilot](https://datastreamer.io/catalog/bright-data-trustpilot/): Overview Integration Details Description Collect descriptions, ratings, and reviews about companies from Trustilot, a prominent online review platform. Components from... - [Bright Data TikTok](https://datastreamer.io/catalog/bright-data-tiktok/): Overview Integration Details Description Handle-based collection of TikTok profiles. Components from This Provider View all Components from This Provider Description... - [Bright Data LinkedIn](https://datastreamer.io/catalog/bright-data-linkedin/): Overview Integration Details Description URL based collection of LinkedIn people profile data. Returning the person’s name, geographical location, current job... - [Bright Data LinkedIn Company Profiles](https://datastreamer.io/catalog/bright-data-linkedin-company-profiles/): Overview Integration Details Description URL based collection of LinkedIn company profile data. Returning company name, size, location and description. Components... - [Bright Data Indeed Company Overviews](https://datastreamer.io/catalog/bright-data-indeed-company-overviews/): Overview Integration Details Description URL based collection of Indeed company profiles. Components from This Provider View all Components from This... - [Bright Data Glassdoor Company Overviews](https://datastreamer.io/catalog/bright-data-glassdoor-company-overviews/): Overview Integration Details Description URL based collection of business overviews from Glassdoor. Components from This Provider View all Components from... - [Bright Data Amazon Products](https://datastreamer.io/catalog/bright-data-amazon-products/): Overview Integration Details Description Keyword or domain based collection of Amazon product pages. Returning matching product listings, pricing, title, rating.... - [Socialgist TikTok](https://datastreamer.io/catalog/socialgist-tiktok/): Overview Integration Details Description TikTok is a social media platform where users upload and view short-forms videos. The platform’s available... - [alphaMountain URL Threat Rating](https://datastreamer.io/catalog/alphamountain-url-threat-rating/): Overview Description alphaMountain uses AI and machine learning to generate a threat verdict for every host on the internet. Our... - [alphaMountain URL Category Classifier](https://datastreamer.io/catalog/alphamountain-url-category-classifier/): Overview Description alphaMountain uses AI and machine learning to classify the entire internet. Our purpose-built classification model is language-agnostic and... - [Socialgist Links](https://datastreamer.io/catalog/socialgist-links/): Overview Integration Details Description Links content from Socialgist. Components from This Provider View all Components from This Provider Description Links... - [WebSightLine Threads Live Feed](https://datastreamer.io/catalog/websightline-threads-live-feed/): Overview Integration Details Description Firehose feed of Threads data from WebSightLine. Components from This Provider View all Components from This... - [WebSightLine Instagram Live Feed](https://datastreamer.io/catalog/websightline-instagram-live-feed/): Overview Integration Details Description A live forehose feed of Instagram data from WebSightLine. Components from This Provider View all Components... - [Socialgist VK](https://datastreamer.io/catalog/socialgist-vk/): Overview Integration Details Description VK is the largest Russian online social media and social networking service. Our VK access includes... - [Socialgist Videos](https://datastreamer.io/catalog/socialgist-videos/): Overview Integration Details Description Tap into the dynamic and fast-growing realm of video content with Socialgist’s video data collection. Socialgist... - [Socialgist Tencent](https://datastreamer.io/catalog/socialgist-tencent/): Overview Integration Details Tencent (Reaction to China’s news) data from Socialgist Components from This Provider View all Components from This... - [Socialgist Reviews](https://datastreamer.io/catalog/socialgist-reviews/): Overview Integration Details Description Gain a competitive edge with direct access to consumer opinions through our review site dataset. Sourced... - [Socialgist News](https://datastreamer.io/catalog/socialgist-news/): Overview Integration Details Description Stay ahead in a rapidly evolving world with our expansive news site dataset. Drawing from over... - [Socialgist Boards](https://datastreamer.io/catalog/socialgist-boards/): Overview Integration Details Description Navigate the intricate web of global conversations with our extensive message board dataset. Covering more than... - [Socialgist Blogs](https://datastreamer.io/catalog/socialgist-blogs/): Overview Integration Details Description Stay ahead in a rapidly evolving world with our expansive news site dataset. Our service aggregates... - [Socialgist Blog Links](https://datastreamer.io/catalog/socialgist-blog-links/): Overview Integration Details This source is available as part of the Socialgist English/Chinese Online Conversational Data bundle. Description Stay ahead... - [Data365 Instagram](https://datastreamer.io/catalog/data365-instagram/): Overview Integration Details Description Instagram API data such as demographics and post engagement information can be useful for social media... - [DarkOwl Search API](https://datastreamer.io/catalog/darkowl-search-api/): Overview Integration Details Description DarkOwl is the industry’s leading provider of darknet data. We offer the world’s largest commercially available... - [Data365 Linkedin Companies](https://datastreamer.io/catalog/data365-linkedin-companies/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Data365 TikTok](https://datastreamer.io/catalog/data365-tiktok/): Free Sample Dataset Available Explore this partner by instantly querying a static dataset. For example, use "sample_data365_tiktok_hashtags" in your queries.... - [Private AI PII Redaction](https://datastreamer.io/catalog/privateai-pii-redaction/): Overview Integration Details Description Private AI’s de-identification solution accurately identifies, anonymizes, and replaces 50+ entities of personally identifiable information (PII)... - [Opoint News](https://datastreamer.io/catalog/opoint-news/): Overview Integration Details Description Opoint collects news from every corner of the web and turns it into clean and organized... - [Data365 X(Twitter)](https://datastreamer.io/catalog/data365-x-twitter/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-top:10px;--padding-bottom:10px;--padding-left:10px;--padding-right:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Data365 Facebook data](https://datastreamer.io/catalog/data365-facebook/): Free Sample Dataset Available Explore this partner for free with a static dataset. For example, use “sample_data365_facebook_profile” in your queries.... - [Twingly VK](https://datastreamer.io/catalog/twingly-vk/): Overview Integration Details Description VK is the most popular social platform in Russia, with more than 95 million active users.... - [Twingly Forums](https://datastreamer.io/catalog/twingly-forums/): Overview Integration Details Description Forums have always been a vital part of social media conversations online. That is where you... - [Twingly Reviews](https://datastreamer.io/catalog/twingly-reviews/): Overview Integration Details Description Do you want to show what is said about your customers’ products and services? Customer reviews... - [Twingly Darkweb](https://datastreamer.io/catalog/twingly-darkweb/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Vital4 Watchlist and Sanction Listings](https://datastreamer.io/catalog/vital4-watchlists-and-sanction-listings/): Overview Integration Details Description VITAL4WLS offers more power than a dedicated team of analysts – all within the convenience of... - [Vital4 Politically Exposed Persons](https://datastreamer.io/catalog/vital4-politically-exposed-persons/): Overview Integration Details Description Politically Exposed Persons are individuals connected to high-level roles in a government, either directly, through family... - [Vital4 Criminal Record Data](https://datastreamer.io/catalog/vital4-criminal-record-data/): Overview Integration Details Description Criminal screening services are used by many sectors across the U. S. to uncover criminal records... - [Vital4 Adverse Media](https://datastreamer.io/catalog/vital4-adverse-media/): Overview Integration Details Description Adverse media detection serves as an important early predictor for potential watchlist or sanctions listings, as... - [Webz Dark Web](https://datastreamer.io/catalog/webz-dark-web/): Overview Integration Details Description Webz. io is on the lookout for your next threat. It crawls, collects and indexes real-time... - [Webz Reviews](https://datastreamer.io/catalog/webz-reviews/): Overview Integration Details Description Webz. io instantly consumes hundreds of thousands of reviews in multiple languages from all over the... - [Webz Forums](https://datastreamer.io/catalog/webz-forums/): Overview Integration Details Description Webz. io keeps your machines posted with the latest topic on the discussion board. It continuously... - [Webz Blogs](https://datastreamer.io/catalog/webz-blogs/): Overview Integration Details Description Webz. io lets your machine in on the latest word in the buzzing blogosphere. It consumes... - [WebSightLine Instagram](https://datastreamer.io/catalog/websightline-instagram/): Free Sample Dataset Available Explore this partner for free with a static dataset. Use "sample_wsl_instagram" in your queries. New Users... - [WebSightLine Threads](https://datastreamer.io/catalog/websightline-threads/): Free Sample Dataset Available Explore this partner for free with a static dataset. Use "sample_wsl_threads" in your queries. New Users... - [Webz News](https://datastreamer.io/catalog/webz-news/): Overview Integration Details Description Access relevant news sources, in 170+ languages going back to 2008. 2. 5M+ daily news articles,... - [Concatenate](https://datastreamer.io/catalog/concatenate/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Cohere Sentiment](https://datastreamer.io/catalog/cohere-sentiment/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Datastreamer Category Classifier](https://datastreamer.io/catalog/datastreamer-category-classifier/): Overview Integration Details Description This classifier is a specialized multiclass text classifier that categorizes media posts based on the IPTC... - [BigQuery](https://datastreamer.io/catalog/bigquery/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [DatastreamerAI](https://datastreamer.io/catalog/datastreamerai/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Databricks](https://datastreamer.io/catalog/databricks/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Datastreamer Content Similarity Clustering](https://datastreamer.io/catalog/datastreamer-content-similarity-clustering/): Overview Integration Details Description Content Similarity Clustering model groups together multiple pieces of content in query results that are similar... - [Social Media Sentiment](https://datastreamer.io/catalog/social-media-sentiment/): Overview Integration Details This source is available as part of the Datastreamer NLP Classifiers bundle. Description This classifier displays the... - [Format](https://datastreamer.io/catalog/format/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Elasticsearch](https://datastreamer.io/catalog/elasticsearch/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Elasticsearch Egress](https://datastreamer.io/catalog/elasticsearch-egress/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Direct Data Upload](https://datastreamer.io/catalog/http-get-rest-api-ingress/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Google Translate](https://datastreamer.io/catalog/google-translate/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Google Cloud Storage](https://datastreamer.io/catalog/google-cloud-storage/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Google Cloud Storage Egress](https://datastreamer.io/catalog/google-cloud-storage-egress/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [JSON Document Router](https://datastreamer.io/catalog/json-document-router/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [JSON Message Router](https://datastreamer.io/catalog/json-message-router/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Datastreamer Intent Classifier](https://datastreamer.io/catalog/datastreamer-intent-classifier/): Overview Integration Details Description The intent classifier is a specialized text classifier that analyses media posts about future actions. It... - [Datastreamer PDF Table Extraction](https://datastreamer.io/catalog/datastreamer-pdf-table-extraction/): Overview Integration Details Description The PDF Table Extraction component delivers a state-of-the-art solution for parsing PDF documents and extracting valuable... - [Map](https://datastreamer.io/catalog/map/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Datastreamer Language ISO Mapping](https://datastreamer.io/catalog/datastreamer-language-iso-mapping/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Datastreamer Language Detection](https://datastreamer.io/catalog/datastreamer-language-detection/): Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This component is designed... - [Google Pub/Sub Egress](https://datastreamer.io/catalog/pubsub-egress/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Datastreamer PDF Type Detection](https://datastreamer.io/catalog/datastreamer-pdf-type-detection/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [ChatGPT Prompts](https://datastreamer.io/catalog/openai-chatgpt-prompt-completion/): Overview Integration Details Description This Operation allows a user to specify the destination field “content. output”, source field “content. body”,... - [Webhook](https://datastreamer.io/catalog/webhook/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Datastreamer Violence Classifier](https://datastreamer.io/catalog/datastreamer-violence-classifier/): Overview Integration Details Description The violence classifier is designed to uncover instances where people communicate violent threats or reports of... - [Datastreamer Entity Recognition](https://datastreamer.io/catalog/datastreamer-entity-recognition/): Overview Integration Details Description The NER classifier helps reduce the noise in the query results. For example, assuming one is... - [Pubsub](https://datastreamer.io/catalog/pubsub/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Splitter (4-way)](https://datastreamer.io/catalog/splitter-4-way/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Splitter (3-way)](https://datastreamer.io/catalog/splitter-3-way/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Splitter (2-way)](https://datastreamer.io/catalog/splitter-2-way/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Firehose Ingestion](https://datastreamer.io/catalog/firehose-ingestion/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Pipeline Downlink (Lucene)](https://datastreamer.io/catalog/pipeline-downlink-lucene/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Pipeline Uplink](https://datastreamer.io/catalog/pipeline-uplink/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Lucene Filter Routing](https://datastreamer.io/catalog/lucene-filter-routing/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Datastreamer ESG Classifier](https://datastreamer.io/catalog/datastreamer-esg-classifier/): Overview Integration Details This source is available as part of the Datastreamer NLP Classifiers bundle. Description The ESG classifier is... - [Azure Blob Storage](https://datastreamer.io/catalog/azure-file-blob-storage/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [AWS S3 Storage Ingress](https://datastreamer.io/catalog/aws-s3-storage-ingress/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Azure File Mover](https://datastreamer.io/catalog/azure-file-mover/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Azure Storage Scanner](https://datastreamer.io/catalog/azure-storage-scanner/): Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1.... - [Socialgist Quora](https://datastreamer.io/catalog/socialgist-quora/): Overview Description Quora is the world’s leading question and answer platform. Over 300 million people visit every month to conduct... - [Twingly Blogs](https://datastreamer.io/catalog/twingly-blogs/): Twingly Blogs Provider: Twingly We cover the global blogosphere Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details... --- # # Detailed Content ## Pages ### How to analyze daily brand sentiment on Tiktok for thousands of brands. > Datastreamer helps enterprises evolve their social listening capabilities by expanding their existing tools. - Published: 2025-06-11 - Modified: 2025-06-11 - URL: https://datastreamer.io/how-to-analyze-daily-brand-sentiment-on-tiktok-for-thousands-of-brands/ Ingest and normalize mentions of tracked keywords (brand or competitor names) across Tiktok, and feed the data into your products. Data pipeline recipe Automatically analyze daily brand sentiment for thousands of brands on Tiktok. Jump to the Recipe Get Access Recipe OverviewIf your platform helps brands analyze sentiment, measure brand health, or surface early signals, then unstructured data from Tiktok is gold! Building reliable pipelines to collect that data? That’s a mess of APIs, scrapers, proxies, normalization logic, and edge-case cleanup. This recipe gives your team a pre-configured Datastreamer pipeline to ingest and process that data. This pipeline pulls from reliable open sources, enriches the content, and outputs structured results ready for downstream use. The pipeline created by this recipe will automatically pull data from a Tiktok aggregator, normalize the data to a common schema, and then deliver into a workflow of NLP and LLM-based enrichments. These enrichments have been ordered and filtered to reduce running costs for the customer. Delivery to a webhook is listed, but is one of the many delivery options. Goal: Ingest and normalize mentions of tracked keywords (brand or competitor names) across Tiktok, enrich with sentiment, and deliver into your platform. Deployment Time: ~5 minutes. Output Format JSON records delivered as a webhook. Pipeline Components Tiktok data aggregator (Ingress) Schema transformation (Transformation) JSON normalization (Transformation) NLP Entity extraction (Enrichment) AI Slang translation (Enrichment) AI Sentiment extraction (Enrichment) Webhook (Egress) Setup Instructions 1. Import the Pipeline File Use this link to import into your Datastreamer workspace 2. Configure & Automate Search Criteria Create Periodic Jobs using keywords, hashtags, or other search criteria. Using Periodic Jobs will automate new data... --- ### How enterprises expand their social listening capabilities. > Datastreamer helps enterprises evolve their social listening capabilities by expanding their existing tools. - Published: 2025-05-13 - Modified: 2025-05-13 - URL: https://datastreamer.io/data-pipelines-enterprise-social-listening/ Datastreamer helps enterprises enrich, route, and scale social data without replacing their existing social and market intelligence platforms. FOR ENTERPRISE EVOLUTION Expand your existing social intelligence capabilities Datastreamer helps enterprises enrich, route, and scale social data without replacing their existing social and market intelligence platforms. View Interactive Demo Schedule Demo Power your social intelligence like the leading platforms do. Your teams rely on social listening tools, but they’ve hit a ceiling. Whether you’re exporting data for deeper analysis, looking to build your own custom tool, or just want broader, faster access to real-world signals, Datastreamer can help. Datastreamer is the infrastructure layer that powers the data pipelines behind the leading social and market intelligence platforms. How Datastreamer adds flexibility, and drops friction Expand data coverage Capture signals from more and deeper sources that your existing tools don’t cover. Enrich with topics, sentiment, and categories Setup rules and workflows to trigger sentiment tagging, named entity recognition, or escalation rules on ingestion. Deliver enriched data exactly where you need it 50% of enterprises export data from social listening tools for more advanced analysis. Datastreamer automates it. Integrate with, rip and replace is not required Stream data out from platforms like Brandwatch, Talkwalker, Meltware, or stream data in for deeper analysis. Built for the 30% that need more than scrapers & scripts30% of enterprises are exploring building their own internal tools because they need more than what current platforms can provide. Ready-to-use components allow complex multi-source data pipelines to be assembled in minutes. Deployment happens instantly and is fully managed, allowing low-latency, high volume processing. View an interactive demo Common use... --- ### Datastreamer | Pipeline Orchestration Platform > Datastreamer is the leading pipeline orchestration platform for platforms that derive insights from web data. - Published: 2025-05-09 - Modified: 2025-06-11 - URL: https://datastreamer.io/ Rapidly create, manage, and deploy data pipelines to power your product, using over 38,000+ pre-built, no code capabilities. The fastest data pipeline platform Market leaders and new innovators run their web data workflows on Datastreamer. Automating integration, enrichment, and powering insights. View Interactive Demo Schedule Demo Orchestrate Pipelines with the full power of DatastreamerReady-to-use components allow complex multi-source data pipelines to be assembled in minutes. Deployment happens instantly and is fully managed, allowing low-latency, high volume processing. View an interactive demo Connect TikTok web data Twitter Google search News articles Instagram Brightdata Reviews Google Maps LinkedIn YouTube Reddit PDFs eBay listings with ElasticSearch sentiment detection video transcription image analysis Claude logo detection Google translate Azure storage location inference GemeniAI Spin up new data capabilities in hours, not weeks. Utilize ready-to-go ingestion and transformation capabilities in your workflow to feed your products with unlimited data sources as simply as if it was a single source. Explore 35,000+ Capabilities Datastreamer by the numbers 6 weeks Reduced build time per new connection $285k Average annual benefit per Datastreamer customer 6,373 Average hours of maitenance work saved 80M Average volume of content consumed per monthBuilt for teams that need more than scrapers & scriptsThe engineering and product teams of leading platforms power their data pipelines with Datastreamer. Less maintenance, more focus, and greater flexibility are leading decision points. Explore Case Studies Leading platforms run their pipelines on Datastreamer Threat Intelligence Real-time processing and enriching of pre-signal data. Learn More Market Prediction Continuous data enrichment without API management. Learn More Social Listening Handling high-volume, unstructured social media. Learn More MarTech & CX Powering personalization with hundreds of sources. Learn More Your engineering teams can rapidly... --- ### Data pipelines for AI/NLP provider integration > Unstructured data pipelines for AI/NLP providers, making their models easy to integrate into customer stacks, and tough to replace. - Published: 2025-05-08 - Modified: 2025-05-08 - URL: https://datastreamer.io/data-pipelines-for-ai-nlp-provider-integration/ Unstructured data pipelines for AI/NLP providers, making their models easy to integrate into customer stacks, and tough to replace. Data pipelines for AI/NLP providers Accelerate customer model deployment by streamlining data pipelines Reduce speed to deployment with rapid integration of surrounding sources and destinations for your products. View Interactive Demo Schedule Demo Built to support real-time processing of dataDatastreamer is what engineering teams at model providers use to help customers get up and running faster. Instead of asking them to wrangle scrapers, clean messy inputs, or build enrichment pipelines around your models, Datastreamer accelerates how your models plug into your customers’ existing systems and workflows. Make your models easy to adopt, and tough to replace Increasing value of the models Shorten integration timelines, reduce drop-off during onboarding, and increase usage by increasing data reliability Faster deployments Datastreamer handles ingestion, formatting, and enrichment so customers can go live faster. Connect output models to downstream tools Pre-built connectors to deliver enriched content directly to BI dashboards, activation systems, or customer data stores. Support more diverse use cases Expand into new verticals or data types by handling inconsistent source formats behind the scenes. Built for teams that need more than scrapers & scriptsReady-to-use components allow complex multi-source data pipelines to be assembled in minutes. Deployment happens instantly and is fully managed, allowing low-latency, high volume processing. View an interactive demo Common use cases Unstructured inputs -> Normalized Continuous data collection and structuring of varied social data sources, melded to existing schemas. Data Routing -> To Model Deliver raw or enriched data into the models from customer sources with managed pipelines. Data Routing... --- ### Data pipelines for ETL and database providers > Unstructured data pipelines for ETL, database, and indexing providers to streamline data structuring and ingestion. - Published: 2025-05-08 - Modified: 2025-05-13 - URL: https://datastreamer.io/data-pipelines-for-etl-and-database-providers/ Datastreamer helps database and ETL providers ingest unstructured data into their products. FOR Data Storage providers Unstructured data pipelines for ETLs and database providers Datastreamer is used by engineering teams to ingest and enrich unstructured data sources into databases. View Interactive Demo Schedule Demo Built for converting unstructured data into structured streamsDatastreamer enables database and indexing platforms to ingest and process unstructured data efficiently, transforming it into structured formats ready for indexing and retrieval. This integration enhances search functionalities and data accessibility for end-users. How Datastreamer supports database and indexing platforms Unstructured data transformation Converts unstructured data into structured formats compatible with your indexing systems. Metadata enrichment Add valuable metadata, such as timestamps, geolocation, vectoring, and topic tags, to enhance search relevance. Real-time and flexible Deliver processed data to your database, ETL, or indexing platforms via APIs, webhooks, or direct database connections. Maintenance-free pipelines Reduce operational overhead with managed pipelines that require minimal maintenance. Built for teams that need more than scrapers & scriptsReady-to-use components allow complex multi-source data pipelines to be assembled in minutes. Deployment happens instantly and is fully managed, allowing low-latency, high volume processing. View an interactive demo Common use cases Social -> Datalakes Continuous data collection and structuring of varied social data sources, melded to existing schemas. Files -> JSON Structuring of scanned PDFs and other files into enriched JSON, accelerating due diligence. Streams -> Storage Handling streaming real-time data sources by batching in pipelines and sorting to lower input rates. Proserv -> Automation Reducing custom integration work using pre-built library of connectors. AI application -> Searchability Applying... --- ### Data pipelines for social listening platforms > Data pipeline Infrastructure used by engineers at social listening platforms used to ingest and enrich social media content. - Published: 2025-05-08 - Modified: 2025-05-13 - URL: https://datastreamer.io/data-pipelines-for-social-listening-platforms/ Data pipeline Infrastructure used by engineers at social listening platforms used to ingest and enrich social media content. FOR SOCIAL LISTENING PLATFORMS Connect and enrich social media sources Ingest, enrich, and route social media sources, all without building or maintaining fragile pipelines. View Interactive Demo Schedule Demo Built for platforms that monitor the world’s conversationsDatastreamer is what engineering teams use when building social listening platforms that need to ingest, normalize, and enrich high-volume, unstructured data from social media, forums, blogs, and reviews. Instead of managing brittle APIs, scrapers, or schema drift, teams rely on Datastreamer to deliver structured, enriched, and production-ready content into their analytics, dashboards, and client-facing products. How Datastreamer supports social listening platforms Ingest from any social or open web sources APIs, scrapers, RSS, CSV drops, and more. Datastreamer helps you supports flexible inputs from anywhere. Enrich with topics, sentiment, and video analysis Apply sentiment, emotion, brand, product, or custom tags with plug-and-play components. Real-time streaming into your stack Route enriched data into your systems via real-time or batch delivery. Abstract away ingestion complexity Spend less time on maintenance, breakage, and integrations; and more on modeling and features. Built for teams that need more than scrapers & scriptsReady-to-use components allow complex multi-source data pipelines to be assembled in minutes. Deployment happens instantly and is fully managed, allowing low-latency, high volume processing. View an interactive demo Common use cases Social -> Sentiment Enriched Structure and enrich posts from multiple platforms into unified, tagged content streams. Social Posts -> Brand Health Use real-time topic or brand mentions, combined with NLP enrichments to power brand reputation monitoring. Raw Signals... --- ### Data pipelines for CX and MarTech Platforms > Data pipeline platform used by CX and martech platforms to power personalization and targeting. - Published: 2025-05-07 - Modified: 2025-05-13 - URL: https://datastreamer.io/cx-martech-platforms/ Datastreamer helps CX and martech teams ingest and enrich external customer signals, without building or maintaining ingestion, routing, or enrichment pipelines. FOR MARTECH PLATFORMS Ingest, enrich, and activate external customer signals Feed clean, structured, real-world signals into personalization, targeting, and activation workflows. View Interactive Demo Schedule Demo Maximum data signals, minimal data overheadCustomer experience and Martech platforms need to continuously ingest, normalize, and enrich high-volume data from reviews, forums, social platforms, and search trends. Datastreamer delivers structured, enriched external data into your personalization logic; so your product can respond to what customers are actually seeing, saying, and doing in the wild. How Datastreamer supports CX and Martech platforms Unified data from diverse sources Scraping, 3rd party APIs, feeds, and other data, all structured into a consistent schema you control. Enrich with topics, sentiment, and categories Choose from hundreds of NLP (or custom logic) to enrich each piece of content before it enters your product. Real-time routing and delivery Stream, filter, route, and deliver enriched data in real time or batch via S3, webhook, or database. Abstract away ingestion complexity Spend less time on maintenance, breakage, and integrations; and more on modeling and features. Built for teams that need more than scrapers & scriptsReady-to-use components allow complex multi-source data pipelines to be assembled in minutes. Deployment happens instantly and is fully managed, allowing low-latency, high volume processing. View an interactive demo Common use cases Reviews -> Personalization Enrich recent reviews with demographic inference, intent, and sentiment signals into audience segments. Social Posts -> Campaign Trigger Use real-time topic or brand mentions, combined with location inference, to activate messaging flows. Search Trends ->... --- ### Data pipelines for Market Intelligence Platforms > Simplify your data pipelines with Datastreamer. Easily ingest and enrich high-volume data without infrastructure hassles. - Published: 2025-05-07 - Modified: 2025-05-13 - URL: https://datastreamer.io/external-data-ingestion-for-market-intelligence-platforms/ Ingest, enrich, and structure reviews, social, and search data to power market intelligence platforms. FOR MARKET INTELLIGENCE PLATFORMS Enrich, predict, and structure the world's conversations Power market insight and prediction engines, without needing to build and manage data pipelines. View Interactive Demo Schedule Demo Data ingestion without infrastructure burdenMarket intelligence platforms need to continuously ingest, normalize, and enrich high-volume data from reviews, forums, social platforms, and search trends. Instead of stitching together APIs and, dealing with enrichment gaps, engineering teams rely on Datastreamer to power their data pipelines. Platforms that predict the future use Datastreamer to power their pipelines Unified data from diverse sources Scraping, 3rd party APIs, feeds, and other data, all structured into a consistent schema you control. Enrich with topics, sentiment, and categories Choose from hundreds of NLP (or custom logic) to enrich each piece of content before it enters your product. Real-time routing and delivery Stream, filter, route, and deliver enriched data in real time or batch via S3, webhook, or database. Abstract away ingestion complexity Spend less time on maintenance, breakage, and integrations; and more on modeling and features. Built for teams that need more than scrapers & scriptsReady-to-use components allow complex multi-source data pipelines to be assembled in minutes. Deployment happens instantly and is fully managed, allowing low-latency, high volume processing. View an interactive demo Real applications by market intelligence platformsExamples of some of the real usages by customers within their pipelines, powered by Datastreamer. Reviews -> Sentiment Trends This market intel platform ingests reviews across the internet, performing real-time sentiment trend forecasts. Social Media -> Topic Clustering... --- ### Data pipelines for Threat Intelligence Platforms > Datastreamer helps engineering teams ingest, enrich, and route external data into threat intelligence platforms. - Published: 2025-05-07 - Modified: 2025-05-26 - URL: https://datastreamer.io/risk-intelligence-platforms/ FOR THREAT & RISK INTELLIGENCE PLATFORMS Stream and enrich data without ingestion headaches Power real-time ingestion and enrichment of pre-signal data without worrying about the plumbing. View Interactive Demo Schedule Demo Building threat detection, not data managementDatastreamer is what engineering teams use when building threat intelligence platforms that rely on volatile, unstructured, and often fragmented external data. Instead of wrangling brittle connectors, proprietary feeds, and inconsistent formats, teams use Datastreamer as their ingestion backbone. Threat & Risk intelligence platforms use Datastreamer to power their pipelines Normalize messy sources Normalizing data across formats and languages (e. g. , JSON feeds, HTML pages, PDFs, forum threads). Enrich raw data with context Add geo, entity, language, threat category, and source metadata via built-in enrichment components or custom logic. Real-time routing and tagging Filtering and tagging signals using custom rule logic or NLP enrichment. Egressing directly to your stack. Reduce connection maintenance Eliminating the need to build and maintain brittle source-specific connectors. Built for teams that need more than scrapers & scriptsReady-to-use components allow complex multi-source data pipelines to be assembled in minutes. Deployment happens instantly and is fully managed, allowing low-latency, high volume processing. View an interactive demo Live applications by threat & risk intelligence platformsExamples of some of the real usages by customers within their pipelines, powered by Datastreamer. Dark Web -> Entities This threat intelligence platform ingests dark web and forum posts, unifying to a common structure, and tagging with entities and translation. News + Social -> Cyber Events Powering a... --- ### Before We Meet > Get ready for your Datastreamer demo with tips and resources to help you prepare and get the most value from your session. - Published: 2025-04-25 - Modified: 2025-05-26 - URL: https://datastreamer.io/before-we-meet/ Before we meet We're looking forward to meeting with you! In the meantime, here are some areas you may want to explore next. View an interactive demo A 2-minute interactive demo that shows you how easily you can create a data pipeline! Get inspired With over 38,000+ capabilities in the Datastreamer registry, it's easy to accelerate your roadmap. Explore pricing With a risk-free and monthly-based pricing model, the ROI is clear for any level of implementation. Get a little technical Our technical "Quickstart Guide" walks you through building, managing, and expanding your Pipelines. --- ### Interactive Demo > Setup a new data pipeline in this quick, interactive demo to preview the ease of using the Datastreamer platform. - Published: 2025-04-24 - Modified: 2025-05-15 - URL: https://datastreamer.io/interactive-demo/ Setup a new data pipeline in this quick, interactive demo to preview the ease of using the Datastreamer platform. See Datastreamer in action Setup a new data pipeline in this quick, interactive demo to preview the ease of using the Datastreamer platform. --- ### Datastreamer Interactive Demo > Try Datastreamer's interactive demo to explore how our real-time data pipelines can power your data workflows and unlock insights. - Published: 2025-02-03 - Modified: 2025-05-26 - URL: https://datastreamer.io/datastreamer-interactive-demo/ Look Inside Datastreamer's Platform Get A Personalized Demo Schedule a demo with our technical experts to see how Datastreamer supports your specific data pipeline goals. By providing your email address, you consent to our Privacy Policy --- ### Data Readiness for AI > Discover how Datastreamer helps teams prepare data for AI by ensuring it is clean, structured, and ready for model training. - Published: 2025-01-24 - Modified: 2025-05-26 - URL: https://datastreamer.io/data-readiness-for-ai/ AI-READY DATA PIPELINES Accelerate AI development with data readiness workflows Ensure that your web data is suitable for training and deploying AI models effectively. AI-ready data = Effective AI modelsData readiness is a critical aspect of AI development, ensuring that data is suitable for training and deploying AI models effectively. Poor data quality can lead to biased models, inaccurate predictions, and inefficient AI systems. AI-readiness Pipelines, running on Datastreamer can transform raw, unstructured data—including social media, news, blogs, PDFs, and other files into high-quality, structured datasets—empowering the feeding and training of AI models at scale. Data Readiness: An assessment framework"Garbage in, Garbage out" is a phrase best applied to AI model development. Lacking the proper AI-ready data is a critical failure point if not properly solved. Is the required data available? With unlimited integration possibilities, Pipelines on Datastreamer are able to integrate and unify any web data. Is the data clean and complete? Implement data filtering, routing, detection enrichments within your Pipelines to be able to validate the completeness of the data and deduplicate and filter out invalid data. Does the data align with AI goals? AI goals change. With a fully flexible data pipeline you can adapt the data sources to reflect real-world changes with streaming internet data Is there sufficient data available? With the transformation capabilities present in the Datastreamer platform, you can unify and join many different providers to create expansive data sets. Is the data stored securely? With integration to databases, data warehouses, and even Datastreamer's... --- ### Pipeline for Data Developers > Build and scale real-time data pipelines with Datastreamer to empower your development workflows and unlock new data insights. - Published: 2025-01-24 - Modified: 2025-05-26 - URL: https://datastreamer.io/pipeline-for-data-developers/ Data pipelines for data DEVELOPERS Build data workflows with scalability, flexibility, and AI Build robust data pipelines with cutting-edge features that put you in control of your pipeline structure while providing transparency and flexibility at every step. Simply powerful: Pipeline automation for devs Build Easily No-code visual builder allows you to easily connect and design the Pipeline you want and then deploy. All the components, connections, and configurations are handled behind the scenes. Test Simply Easily create testing pipelines and control document ingestion with Jobs management built-in. View data flowing through the pipeline in realtime with the Document Inspector. Rest Easy Full control, transparency, and freedom. Enjoy full freedom to move your data with open standards—no proprietary protocols or restrictions. How easy is it? Create a testing pipelines in less than 10 minutes! Take a look at this example of a testing Pipeline. Add a POST ingress at the beginning of your pipeline Transform, filter, enrich, aggregate, add AI capabilities — get creative! Add the Document Inspector at the end of your pipeline. Deploy your pipeline. Upload your JSON in the desired format through the POST Ingress. Check the results in the Document Inspector! Great success! Meet Dherik - Data Developer Dherik Barison is a senior software engineer at Datastreamer, and created this page. The team at Datastreamer is built from industry veterans, and Dherik is an expert in the challenges and solutions with data integration coming from a background of building systems for cyber threat intelligence. Continuous and accurate:... --- ### Pipelines for Data Science > Power your data science workflows with Datastreamer pipelines. Build, scale, and optimize real-time data pipelines for advanced insights. - Published: 2025-01-24 - Modified: 2025-05-26 - URL: https://datastreamer.io/pipelines-for-data-science/ Data pipelines for data SCIENTISTS Accelerate Data Science with seamless workflows Accelerate your workflows with seamless data integration, transformation, and annotation. Pipelines that help you craft high-quality AI training datasets and predictive analyticsPipelines running on Datastreamer are used by market-leading AI and NLP providers to streamline how data can feed into your business requirements. All accessible through a no-code workflow creator to simplify bottlenecks in data engineering and development needs. Data science pipelines: Accelerated Automated Data Annotation ML and AI-powered labelling and categorization capabilities, give you the ability to structure unstructured text, making data ready for analysis. Effortless Integrations No code, end-to-end integrations to transformation, source, ingress, and egress capabilities; automate data ingestion and transformation. Real-time Ready Purpose built to meet web data requirements, your Pipelines can help you extract insights from live and historical web data streams, such as social media streams. Speed to focusWith automation of the data pipeline requirements, you can focus on crafting the next generation of your business intelligence or model development. Higher-quality datasets Rapidly build standardized, enriched, and structured datasets. Leverage these to optimize ML models to analyze trends, customer feedback, and product sentiment. Higher volumes of data Handle large volumes of data seamlessly with cloud-native scalability, pre-built into your new Pipelines, thanks to the underlying Datastreamer platform. Higher accessibility to data Leverage the partner ecosystem within the platform to source, discovery, integration, and connect new sources of data and data enrichments. Meet Sharvari - Data scientist extraordinaire Sharvari is a senior data scientist... --- ### Data Movement > Learn how Datastreamer simplifies data movement, making it easy to connect, transform, and deliver data in real time. - Published: 2025-01-24 - Modified: 2025-05-26 - URL: https://datastreamer.io/data-movement/ Data pipelines for data engineers Real-time data integration from any source to any destination Connect, join, integrate, and deliver from any web data sources with Datastreamer’s Pipeline platform. Data Migration: AutomatedDatastreamer platform can help eliminate the need for traditional data migration projects. Connect your data from and to with one of the many supported technologies. Use Datastreamer pipelines to build and automate complex data migration projects. Flexible tooling lets you build and manage your data flows. Making an entire migration project repeatable, scheduled, or processing in real-time. 01. No Code ConnectionsUse drag-and-drop simplicity to connect your data sources, ingress, and egress capabilities in minutes. You no longer need to build the connections required to power your data pipelines. Library of ready-to-go capabilities Effortlessly connect to a wide range of data sources and destinations for smooth data ingestion and delivery. Our pipeline supports popular cloud services, leading web data providers, and many others, with new integrations being added every day. Datastreamer Capabilites Datastreamer's team has built "Unify" capabilities that are ready-to-add which handle the transformation of hundreds of data transformation scenarios instantly. Simplify your schema Convert all of the data you work with to structured, formatted, and unified data. Use the Datastreamer default schema or use your own schema to simplify your workflows. 02. Compatibility SolvedWith integrated Transformation capabilities already in your Pipelines, compatibility is solved. Easily support and use multiple ingress/egress adapters Connect to data sources Effortlessly connect to a wide range of data source providers from across the platform... --- ### Transformation > Transform your data with Datastreamer: clean, enrich, and customize pipelines to power real-time insights and better decisions. - Published: 2025-01-24 - Modified: 2025-05-26 - URL: https://datastreamer.io/transformation/ TRANFORMATION CAPABILITIES FOR WEB DATA PIPELINES Automate how you transform manipulate format structure standardize your data workflows, like never before. All data is now insight-readyPipelines running on Datastreamer give you the abilities to create robust pipelines to handle and process data like never before. Built from industry experience, Datastreamer gives your pipelines the unique abilities to handle unstructured, semi-structured, and diverse data states. Designed for scalability and flexibility: streamline data transformation, enrichment, and migration. All while maintaining exceptional performance and control. Data Zen: Instantly appliedWhether you’re a data engineer, developer, or decision-maker, the Transformation abilities you unlock are designed to help you maximize the value of your data. Build custom pipelines, process massive datasets, and transform your data workflows today. Library of ready-to-go capabilities Effortlessly connect to a wide range of data sources and destinations for smooth data ingestion and delivery. Our pipeline supports popular cloud services, leading web data providers, and many others, with new integrations being added every day. Datastreamer Capabilites Datastreamer's team has built "Unify" capabilities that are ready-to-add which handle the transformation of hundreds of data transformation scenarios instantly. Simplify your schema Convert all of the data you work with to structured, formatted, and unified data. Use the Datastreamer default schema or use your own schema to simplify your workflows. Transformations: Unlocking the dataWhen you use your new pipelines powered by Datastreamer, you gain the abilities to work with data that was previously locked or difficult to use. You can create robust pipelines to handle and... --- ### Enrichment > Enhance your data with Datastreamer's enrichment capabilities. Transform raw data into actionable insights for better decision-making. - Published: 2025-01-24 - Modified: 2025-05-26 - URL: https://datastreamer.io/enrichment/ RAISE THE QUALITY OF YOUR DATA Enrich your insights by enriching your data workflows Simplify how you move, transform, and manage data, so you can focus on driving insights, not on your workflows. Enrichments: powerful operations to improve the value of dataUnlock new potential of your data with machine learning-enhanced data enrichment, to transform your data ingress into a robust asset, enabling deeper insights and while enhancing the efficiency of downstream business tasks. AI-powered advanced analytics to extract characteristics and properties of data, and annotate that data with new metadata labels as a way to facilitate meaningful insights. Over 100+ Enrichment capabilities Enrich your web data with sentiment classification entity extraction PII redaction location inference demographic detection translation image analysis product recognition event clustering deduplication Streamlined, Robust, Unlimited: Data pipelines running on Datastreamer are enrichment-ready. Leveraging machine learning models and automated analysis, your pipelines can enrich datasets through semantic categorization and advanced feature extraction regardless of structure or source. Leverage your whole pipelines Integrations, transformations, standardizations, and more. Together with the full Pipeline capabilities available, applying enrichments is more cost and resource effective than ever. LLMs at scale? Sure! Enrich the data using specialized classifiers, or apply LLM prompts inside your pipelines. Datastreamer handles the structuring of the LLM responses back into your data. Be as complex as needed Use any number or type of enrichments in concert to bring your data to the highest usability. No limits to your capabilities. Automate routing to determine what and when to enrich. Infrastructure Automation Effortlessly scale to accommodate high data... --- ### Pipelines for Data Engineer > Empower data engineers with Datastreamer pipelines. Build, scale, and optimize real-time data pipelines for modern data infrastructure. - Published: 2025-01-22 - Modified: 2025-05-26 - URL: https://datastreamer.io/pipelines-for-data-engineers/ Data pipelines for data engineers Seamless pipelines that effortlessly integrate with your infrastructure Simplify how you move, transform, and manage data, so you can focus on driving insights, not on your workflows. Your pipelines can now handle the most demanding data workloads. Pipelines running on Datastreamer, empower Data Engineers to unlock the full potential of their data with a seamless and efficient data engineering support. Simplify how you move, transform, and manage data, so you can focus on driving insights and innovation. Simplify your workflow with automated transformations that standardize data structures. Save hours of manual effort by filling metadata gaps with the power of Generative AI. Stay in control with flexible scheduling options for recurring jobs and one-time executions. Deliver real-time insights faster with low-latency data pipelines. Scale with confidence - whether you’re dealing with terabytes or petabytes, our platform grows with your needs. Focus on insights, not integration by combining multiple sources into dashboards without worrying about ETL for diverse data formats. Meet Dherik - Data engineering expert Dherik Barison is a senior software engineer at Datastreamer, and created this page. The team at Datastreamer is built from industry veterans, and Dherik is an expert in the challenges and solutions with data integration coming from a background of building systems for cyber threat intelligence. Continuous and accurate: Built-in support for API and schema changes, ensuring data flow. Datastreamer’s platform streams data to your cloud destinations with built-in support for API and schema changes, ensuring continuous and accurate data... --- ### Data democratization > Learn how Datastreamer enables data democratization by making real-time data accessible and actionable across your organization. - Published: 2025-01-22 - Modified: 2025-05-26 - URL: https://datastreamer.io/data-democratization/ DATASTREAMER FOR DATA DEMOCRATIZATION Empowering Your Organization Through Data Democratization Transform the way your organization handles data with our comprehensive data democratization solution. What is data democratization? Data democratization is the process of making data being accessible to everyone, and every system, within your organization. All without having to require your specialized data engineers every time. Data democratization is the process of making data being accessible to everyone, and every system, within your organization. All without having to require your specialized data engineers every time. Control, transparency, and scale: The benefits of data democratization Organizations have many sources of web data — that needs to go to many places. When companies are working with web data, Data Engineering often becomes the operational bottleneck. This prevents the right data to get to key product points without compromising the data access, usage, compliance, or speed. Achieving data democratization provides a number of immediate benefits. Improved data-literacy and have common standardized definitions Centralized data access, removing traditional data silos Enhanced decision-making across all levels Improved organizational efficiency Increased data transparency Better collaboration between teams Increased confidence in data quality using one common structure Meet Malek - Data engineering expert Malek Atwiz is a founding software engineer at Datastreamer, and helped create this page. The team at Datastreamer is built from industry veterans, and Malek is an expert in the challenges and solutions available in democratizing data. Connect, Unify, Control: How Datastreamer accelerates achieving data democratizationDatastreamer platform can help your organization achieve Data Democratization... --- ### Catalog Integration > Explore Datastreamer's registry of connectors, sources, and destinations to build powerful data pipelines for real-time insights. - Published: 2025-01-15 - Modified: 2025-05-26 - URL: https://datastreamer.io/catalog-integration/ No copy --- ### Registry > Browse Datastreamer's registry of connectors, sources, and destinations to power real-time data pipelines and unlock new insights. - Published: 2024-12-04 - Modified: 2025-06-03 - URL: https://datastreamer.io/registry/ --- ### Partners > Explore Datastreamer’s partner ecosystem and learn how to build innovative, data-driven solutions together. - Published: 2024-11-25 - Modified: 2025-05-26 - URL: https://datastreamer.io/partners/ Datastreamer Partner Ecosystem Datastreamer partners are committed to powering your data movement with automation, scale and security in mind. Unlock the true value of your data with our network of trusted partner. Become a Partner Find a Partner Consulting Partner Grow your agency or consultancy by partnering with Datastreamer. Leverage our powerful data pipeline platform and your deep domain expertise to build game-changing data solutions for your clients. Learn More Technical Partner Empower your clients’ modern data stacks by integrating with Datastreamer pipeline platform and deliver our collaborative solutions. Get in Touch What's in it for you? More Revenue Partners get preferred access to co-selling, upselling, and cross-selling initiatives, including account mapping. More Usage Customer get more options for usage with unified schema and pre-built operations, leading to faster growth. Wider Reach We work with partner to leverage our strengths and capture market opportunities effectively, including joint webinars, shared social media promotions. Faster Integration Minimized integration efforts for customers, faster sales cycles for partners with no revenue impact. Join the Datastreamer partner ecosystem Whether you offer services to help organizations modernize their data stack or are looking to integrate your technology with Datastreamer, we want to hear from you. --- ### Datastreamer Cookie Policy - Published: 2024-08-15 - Modified: 2024-08-15 - URL: https://datastreamer.io/datastreamer-cookie-policy/ Datastreamer Cookie Policy Effective Date: 15-Aug-2024 Last Updated: 15-Aug-2024What are cookies? This Cookie Policy explains what cookies are and how we use them, the types of cookies we use i. e, the information we collect using cookies and how that information is used, and how to manage the cookie settings. Cookies are small text files that are used to store small pieces of information. They are stored on your device when the website is loaded on your browser. These cookies help us make the website function properly, make it more secure, provide better user experience, and understand how the website performs and to analyze what works and where it needs improvement. How do we use cookies? As most of the online services, our website uses first-party and third-party cookies for several purposes. First-party cookies are mostly necessary for the website to function the right way, and they do not collect any of your personally identifiable data. The third-party cookies used on our website are mainly for understanding how the website performs, how you interact with our website, keeping our services secure, providing advertisements that are relevant to you, and all in all providing you with a better and improved user experience and help speed up your future interactions with our website. Types of Cookies we use Manage Cookie Preferences Click Here to Change Cookie Settings You can change your cookie preferences any time by clicking the link above. This will let you revisit the cookie consent banner and change your... --- ### Book A Demo > Schedule a Datastreamer demo to learn how to build scalable, reliable data pipelines that power real-time insights. - Published: 2024-04-10 - Modified: 2025-06-05 - URL: https://datastreamer.io/book-demo/ -> Request a demo Thousands of capabilities ready to launchDatastreamer simplifies the complexities of working with web data. Our platform provides thousand of automated and ready-to-use transformation capabilities for your workflows. Free yourself to focus on generating insights, instead of the pipelines. Not ready to book just yet? Share how we can connect with you, and our team will reach out to setup a time. Let's get you scheduled! -> Request a demo Thousands of capabilities ready to launchDatastreamer simplifies the complexities of working with web data. Our platform provides thousand of automated and ready-to-use transformation capabilities for your workflows. Free yourself to focus on generating insights, instead of the pipelines. Let's get you scheduled! Share how we can connect with you, and our team will reach out to setup a time. --- ### Build Social Listening Tools Faster > Power your social listening tools with Datastreamer's real-time pipelines. Ingest, transform, and deliver high-quality data for faster, more accurate insights. - Published: 2023-11-27 - Modified: 2025-05-26 - URL: https://datastreamer.io/social-listening-pipelines/ Connect Unstructured Data to Your Social Listening Products (90% Faster) For social intelligence tools monitoring data from multiple web sources, Datastreamer saves you months of engineering work when integrating external data suppliers - so you can focus on ROI instead of ETL. Book Demo The Data Opportunity Social Listening Tools Need Massive Data Streams for Consumer Insights We help data teams build social listening products like: Dashboards & Reports Real-Time Monitoring Sentiment Analysis Predictive AI Models Dashboards & Reports Data engineers can readily combine multiple sources into your dashboards without worrying about ETL for diverse data formats. Real-Time Monitoring Automated pipelines ensure a steady flow of web data from multiple vendors for real-time monitoring of your customer’s brand. Sentiment Analysis Instantly deploy pre-integrated NLP models to get greater accuracy than filtering with keywords. Train Predictive Models Feed structured, high quality training data into your predictive AI models for optimal performance. Dashboards & Reports Data engineers can readily combine multiple sources into your dashboards without worrying about ETL for diverse data formats. Real-Time Monitoring Automated pipelines ensure a steady flow of web data from multiple vendors for real-time monitoring of your customer's brand. Sentiment Analysis Instantly deploy pre-integrated NLP models to get greater accuracy than filtering with keywords. Train Predictive Models Feed structured, high quality training data into your predictive AI models for optimal performance. The Unstructured Data Challenge Integrating External Unstructured Data is Slow and Expensive Building pipelines for each unstructured data source can take 720+ hours of engineering time... --- ### Build Legal Intelligence Products Faster > Learn how Datastreamer empowers legal teams with real-time data pipelines that drive faster, more accurate research and decision-making. - Published: 2023-11-23 - Modified: 2025-05-26 - URL: https://datastreamer.io/legal-intelligence-pipelines/ Connect Unstructured Data to Your Legal Intelligence Products (90% Faster) For intelligence teams that drive insights for lawyers and business leaders in their firm, Datastreamer saves you months of engineering work when integrating external data suppliers - so you can focus on ROI instead of ETL. Try Datastreamer Free Book Demo The Data Opportunity Law Firms Are Leveraging Web Data for Actionable Insights We help legal intelligence teams build products like: Legal Research Market Intelligence Competitive Intelligence Legal Research Federated Queries for Research Gathering An intelligence team looking to streamline the research process may want to build a custom search interface that pulls from different legal sites, web data aggregators, and databases to extract relevant information for case strategy. Market Intelligence Real-Time Monitoring for Market Intelligence An intelligence team might aim to proactively feed opportunities for business leaders to pursue by developing an automated alert system that notifies the firm of changes to tax regulation, corporate scandals or M&A activity to ensure a prompt awareness of market triggers. Competitive Intelligence Real-Time Monitoring for Competitive Intelligence An intelligence team aiming to enhance competitive intelligence might seek to develop a monitoring system that continuously tracks competitor activities across multiple online platforms, including legal news sites, social media, and court record databases. Federated Queries for Research Gathering An intelligence team looking to streamline the research process may want to build a custom search interface that pulls from different legal sites, web data aggregators, and databases to extract relevant information for case strategy. Real-Time... --- ### UnifyAI | Generative AI for Unstructured Data > Discover the revolutionary benefits of unified schema with UnifyAI. Streamline metadata generation and maximize data value. - Published: 2023-11-09 - Modified: 2025-05-13 - URL: https://datastreamer.io/unify-ai/ UnifyAI provides automated data transformation to a unified schema. * Currently in Alpha Use Generative AI to Fill Holes in Your Schema Missing metadata shouldn’t leave extremely valuable data unused. Based on user prompts, UnifyAI extracts and generates metadata fields to simplify knowledge retrieval from unstructured text data. Run Your First Prompt Built for Unstructured Data: Test UnifyAI for Free Run Sample Prompts on Our Web Demo Working alongside organizations that extract insights from unstructured text, we realized that incorporating Generative AI to create metadata can drastically reduce workflow time and enrich data with new value. We've built an interactive demo for you to see the magic first-hand, and are inviting the data community to give us feedback to help shape the tech. Ted Naseri Head of AI, Datastreamer How to access the web demo: Existing users can log in to Portal, then access the "Playground" under the UnifyAI header in the lefthand menu. New users can sign up for free. Sign Up and Start Instantly Example Use Cases Accelerate Data Structuring with LLM's Closed Metadata Gaps By filling in missing metadata, UnifyAI guarantees completeness and correctness in data representation. Consistency Across Documents Ensure coherence by standardizing metadata fields across various documents. Precise Metadata Generation UnifyAI effortlessly creates metadata fields, adding valuable context to every piece of data. Integration with No Fuss As a component within Datastreamer, UnifyAI seamlessly integrates into your workflows with automated pipelines. Examples of Schema Enrichment: Product Categories Document Content Stock Tickers Product Categories Organize Product Categories Unstructured Data: Social Media & News Data Streams... --- ### Build Threat Intelligence Products Faster > Learn how Datastreamer pipelines power risk intelligence platforms with real-time data for faster detection and smarter decision-making. - Published: 2023-11-02 - Modified: 2025-05-26 - URL: https://datastreamer.io/threat-intelligence-pipelines/ Connect Unstructured Data to Your Threat Intelligence Products (90% Faster) For data teams that need flexible coverage of web data to detect emerging threats, Datastreamer saves you months of engineering work when integrating external data suppliers - so you can focus on ROI instead of ETL. Book Demo The Data Opportunity Rapid Threat Awareness Requires Flexible Coverage of Web Data We help data teams build threat detection products: Real-Time Alerts Advanced Reporting Deep Web Monitoring NLP Enrichment Real-Time Threat Alerts Automated pipelines feed a steady flow of web data from multiple data sources to reduce blindspots and enable proactive risk alerts. Dashboards & Reports Aggregate and standardize data from multiple sources without worrying about complex ETL – so that reports represent a holistic view of threats. Deep & Dark Web Monitoring Leverage our pre-built connectors for immediate access to dark & deep web data. Work with our partners to add niche websites or specialized forums into your surveillance scope. NLP Enrichment Instantly deploy NLP models specialized for threat detection to reduce false positives and get a greater accuracy than filtering with keywords. Real-Time Threat Alerts Automated pipelines feed a steady flow of web data from multiple data sources to reduce blindspots and enable proactive risk alerts. Dashboards & Reports Aggregate and standardize data from multiple sources without worrying about complex ETL - so that reports represent a holistic view of threats. Deep & Dark Web Monitoring Leverage our pre-built connectors for immediate access to dark & deep web data. Work... --- ### Datastreamer Demo Video > Look inside the Datastreamer platform instantly with our pre-recorded demo video. Get a personalized demo by reaching out to our team. - Published: 2023-08-18 - Modified: 2023-11-09 - URL: https://datastreamer.io/demo-video-ds/ Look Inside Datastreamer's Platform https://datastreamer. io/wp-content/uploads/2023/07/2-Min-Demo-Video-Datastreamer-Maria-v4. mp4 Get A Personalized Demo Schedule a demo with our technical experts to see how Datastreamer supports your specific data pipeline goals. Start for Free Request Demo By providing your email address, you consent to our Privacy Policy --- ### Data Sources | Demo Request > Explore Datastreamer's data sources demo and see how to connect, transform, and deliver real-time data for your business needs. - Published: 2023-05-29 - Modified: 2025-05-26 - URL: https://datastreamer.io/data-sources-demo/ BOOK A DEMO A network of data sources at your fingertips We offer a selection of fully-managed connectors from industry leading providers. Our platform reduces integration time down to minutes, freeing your team to focus on data impact instead of data procurement. By providing your email address, you consent to our Privacy Policy --- ### Pricing > Explore Datastreamer's flexible pricing options and find the right plan for your data pipeline needs. - Published: 2023-05-24 - Modified: 2025-05-26 - URL: https://datastreamer.io/pricing/ Platform Pricing Datastreamer's platform gives product organizations all the tools needed to accelerate using and working with web data. Risk-free Pricing With monthly-based pricing that adapts to your data volume needs, you can adjust, adapt, and match your organization requirements at any time. Document Pricing Slider /* Container to take full width */ #slider-container { width: 100%; max-width: 100%; padding: 20px; box-sizing: border-box; /* Remove or adjust the border */ /* border: none; /* Uncomment this to remove the border completely */ border: 1px solid #eee; /* Adjust the color to make it less visible */ border-radius: 10px; /* margin: 10px; */ } /* Price Display */ #documents-display { font-size: 24px; font-weight: 500; text-align: left; margin-bottom: 20px; margin-left: 32px; } /* Highlighted elements */ #documents-display . highlight { background-color: hsl(220, 100%, 95%); padding: 5px 10px; border-radius: 5px; display: inline-block; } /* Slider Styling */ #slider { /* width: 90%; */ /* margin: 20px auto; */ position: relative; margin-left: 32px; margin-right: 32px; } /* Custom Slider Styling */ . ui-slider { height: 6px; /* Thinner slider */ background: #ddd; border: none; position: relative; } . ui-slider . ui-slider-range { background: #0073aa; /* Bolder line color */ height: 6px; /* Match the slider height */ } . ui-slider . ui-slider-handle { width: 24px; height: 24px; background: #0073aa; /* Handle color */ border-radius: 50%; border: none; top: -8px; margin-left: -12px; } /* Tick Styling */ . ui-slider-tick { position: absolute; width: 2px; height: 10px; background: #999; top: -3px; margin-left: -1px; } /* Label... --- ### Datastreamer Customer Agreement > Review the Datastreamer Customer Agreement, outlining terms and conditions for using our data pipeline services. - Published: 2023-05-19 - Modified: 2025-05-26 - URL: https://datastreamer.io/datastreamer-customer-agreement/ Available in PDF format. This AGREEMENT (“Agreement”) is by, and between, Datastreamer SEZC, located at 90 N Church St. , George Town, Grand Cayman, KY-9012, Cayman Islands, and you, the Client.  The effective date (“Effective Date”) of this Agreement shall be the date of the last signature set forth below. 1. APPOINTMENT Grant of Rights. Subject to the terms set forth in this Agreement, Datastreamer hereby grants to Client a non-exclusive, non-transferable right to the Datastreamer services and products in the Datastreamer Platform. The Client shall not grant any license for the Products except as specifically permitted by this Agreement and their respective platform tiers. Each Product licensed is for the express use of the Client, and for the Client to provide their service to their individual customers (“End Users”) and must follow the “Datastreamer Terms of Service” (https://www. datastreamer. io/master-terms-of-service/). Reservation of Rights. The rights and licenses granted under this Agreement are only as expressly set forth herein. No other license or right is or will be deemed to be granted, whether by implication, estoppel, inference or otherwise, by or as a result of this Agreement or any conduct of either party under this Agreement. Datastreamer shall retain all right, title, and interest (including all intellectual property rights) in, to, and under the Products. Except as explicitly permitted in this Agreement, Client shall not distribute, lease, rent, grant a security interest in, assign, or otherwise transfer a Product. 2. TERM The initial term of this Agreement is one (1)... --- ### Partner Profile: Dark Owl > Learn how Dark Owl and Datastreamer partner to deliver real-time access to darknet data for enhanced threat intelligence. - Published: 2023-04-03 - Modified: 2025-05-26 - URL: https://datastreamer.io/partner-profile-dark-owl/ Short company description here. Lorem Ipsum has been the industry's standard dummy text ever since the 1500s, when an unknown printer took a galley of type and scrambled it to make a type specimen book. Lorem Ipsum has been the industry's standard dummy text ever since the 1500s, when an unknown printer took a galley of type and scrambled it to make a type specimen book. Components from This Provider Sample Component Title Here Provider: Datastreamer | Type: Integrated View Component --- ### Datastreamer Platform Catalog > Explore Datastreamer's platform catalog of data sources, destinations, and services to power your real-time data pipelines. - Published: 2023-04-03 - Modified: 2025-05-26 - URL: https://datastreamer.io/platform-catalog/ Ready-to-Deploy Building Blocks for Unstructured Data Flows Choose from 100+ components and stitch them together seamlessly for enterprise-grade pipelines. FilterComponent Type Component Type Data Source Ingress Connector Operation Link Egress Connector Integration Type All... Integrated Adapter Free Sample Data Select... Sample Data Available Operation Type All... Standard AI SEARCH . elementor-37241 . elementor-element. elementor-element-29a53e9{--display:flex;--gap:5px 5px;--background-transition:0. 3s;border-style:solid;--border-style:solid;border-width:1px 1px 1px 1px;--border-block-start-width:1px;--border-inline-end-width:1px;--border-block-end-width:1px;--border-inline-start-width:1px;border-color:#879CA5;--border-color:#879CA5;--border-radius:5px 5px 5px 5px;box-shadow:0px 0px 10px 0px rgba(0, 0, 0, 0. 1);--padding-block-start:35px;--padding-block-end:35px;--padding-inline-start:25px;--padding-inline-end:25px;overflow:visible;}. elementor-37241 . elementor-element. elementor-element-29a53e9:not(. elementor-motion-effects-element-type-background), . elementor-37241 . elementor-element. elementor-element-29a53e9 > . elementor-motion-effects-container > . elementor-motion-effects-layer{background-color:#FFFFFF;}. elementor-37241 . elementor-element. elementor-element-29a53e9, . elementor-37241 . elementor-element. elementor-element-29a53e9::before{--border-transition:0. 3s;}. elementor-37241 . elementor-element. elementor-element-89aba35{text-align:left;width:var( --container-widget-width, 48px );max-width:48px;--container-widget-width:48px;--container-widget-flex-grow:0;}. elementor-37241 . elementor-element. elementor-element-89aba35 > . elementor-widget-container{margin:0px 0px 5px 0px;padding:0px 0px 0px 0px;}. elementor-37241 . elementor-element. elementor-element-89aba35. elementor-element{--align-self:flex-start;}. elementor-37241 . elementor-element. elementor-element-9084ca7 . elementor-heading-title{font-family:"Inter", Sans-serif;font-size:22px;font-weight:500;line-height:1. 3em;}. elementor-37241 . elementor-element. elementor-element-9b4022b . elementor-heading-title{font-family:"Inter", Sans-serif;font-size:17px;font-weight:400;line-height:1. 3em;}. elementor-37241 . elementor-element. elementor-element-9b4022b > . elementor-widget-container{margin:0px 0px 10px 0px;padding:0px 0px 0px 0px;}. elementor-37241 . elementor-element. elementor-element-b08ac5b{text-align:left;color:#6B6B6B;font-family:"Inter", Sans-serif;font-size:17px;font-weight:300;width:var( --container-widget-width, 425px );max-width:425px;--container-widget-width:425px;--container-widget-flex-grow:0;}. elementor-37241 . elementor-element. elementor-element-b08ac5b > . elementor-widget-container{margin:0px 0px 15px 0px;padding:0px 0px 0px 0px;}. elementor-37241 . elementor-element. elementor-element-bdef833{--display:flex;--flex-direction:row;--container-widget-width:calc( ( 1 - var( --container-widget-flex-grow ) ) * 100% );--container-widget-height:100%;--container-widget-flex-grow:1;--container-widget-align-self:stretch;--align-items:flex-start;--gap:5px 5px;--background-transition:0. 3s;--margin-block-start:0px;--margin-block-end:0px;--margin-inline-start:0px;--margin-inline-end:0px;--padding-block-start:0px;--padding-block-end:0px;--padding-inline-start:0px;--padding-inline-end:0px;overflow:visible;}. elementor-37241 . elementor-element. elementor-element-0323482{text-align:center;color:var( --e-global-color-6020154 );font-family:"Inter", Sans-serif;font-size:15px;font-weight:400;}. elementor-37241 . elementor-element. elementor-element-0323482. elementor-element{--align-self:center;}. elementor-37241 . elementor-element. elementor-element-a84fc9a{text-align:center;color:var( --e-global-color-6020154 );font-family:"Inter", Sans-serif;font-size:15px;font-weight:400;}. elementor-37241 . elementor-element. elementor-element-a84fc9a. elementor-element{--align-self:center;} . elementor-37241 . elementor-element. elementor-element-29a53e9{--display:flex;--gap:5px 5px;--background-transition:0. 3s;border-style:solid;--border-style:solid;border-width:1px 1px 1px 1px;--border-block-start-width:1px;--border-inline-end-width:1px;--border-block-end-width:1px;--border-inline-start-width:1px;border-color:#879CA5;--border-color:#879CA5;--border-radius:5px 5px 5px 5px;box-shadow:0px 0px 10px 0px rgba(0, 0, 0, 0. 1);--padding-block-start:35px;--padding-block-end:35px;--padding-inline-start:25px;--padding-inline-end:25px;overflow:visible;}. elementor-37241 . elementor-element. elementor-element-29a53e9:not(. elementor-motion-effects-element-type-background), . elementor-37241 . elementor-element. elementor-element-29a53e9 > . elementor-motion-effects-container > . elementor-motion-effects-layer{background-color:#FFFFFF;}. elementor-37241 .... --- ### News & Press Releases - Published: 2023-03-25 - Modified: 2023-03-31 - URL: https://datastreamer.io/news-press-releases/ News & Press Releases Press Release: Datastreamer Unveils New Innovations with the 6. 5 Release of its Global Data Pipeline Platform Significant advances in Datastreamer’s data pipeline platform enables companies to access billions of pieces of unstructured data and add new data partners in a matter of minutes. Read Now Datastreamer migrates data pipeline from on-prem to Google Cloud and reduces costs with SADA Just as the oil industry utilizes pipelines to transport large quantities of raw materials to refineries for processing, Datastreamer provides companies who are building data-intensive apps with a turnkey data... Read Now --- ### Platform Overview > Learn how Datastreamer helps you build scalable, real-time data pipelines for faster insights and better decisions. - Published: 2023-03-25 - Modified: 2025-05-26 - URL: https://datastreamer.io/data-pipeline/ The Fastest Way to Build Pipelines for Unstructured Data The end-to-end platform to work with unstructured data. Get live in minutes with pre-built components, or run custom pipelines on our fully managed infrastructure to save months of engineering time. Get Started Schedule Demo See Pipeline Creation in Action Data Source Network High quality data sources We offer fully-managed connectors from industry leading providers. Tap into user-generated content at scale with agile data procurement. Faster data procurement Structured web data End-to-end connectors Connect your own data vendors Pull internal documents Manage API's from one place Extract Insights from Anywhere Integrated Data sources that are ready out-of-the-box. Simply select them in your queries. Adapter Fully managed connectors that only require your API key/token to use. Your Own Data Pull internal data through an API or by dragging & dropping documents. Unify Multiple Sources Automated schema standardization Say goodbye to manual data indexing and laborious schema unification. Free engineers from data plumbing to speed up product development. Transform unstructured data to be: Searchable Machine-Readable Create Robust Data Pipelines in Minutes Example Pipeline - Consumer Insights: This data pipeline feeds enriched user-generated content into a consumer insights product used by Fortune 500 companies. Schedule A Demo Data Operations Easily deploy AI & NLP operations Our tool is not just about ingesting vast quantities of data, it’s about making sense of it. Filter out the noise and enrich data with built-in AI models developed by world class teams. Built-in NLP classifiers Specialized AI models Machine-readable... --- ### Case Studies > Explore real-world case studies showing how Datastreamer helps businesses build scalable, reliable pipelines for actionable insights. - Published: 2023-03-25 - Modified: 2025-05-26 - URL: https://datastreamer.io/case-studies-2/ See How Companies Use Datastreamer to Feed Data Into Their Solutions Elevating media monitoring services with 3 billion+ unique data points per month Use Case: Threat Intelligence & Risk Monitoring Datastreamer brought billions of pieces of data together to create a pipeline for iThreat analysts. They were able to filter and aggregate large text data sets to increase the speed of tracking online threats to protect clients. Read Full Case Study Datastreamer powers AI models that increase analyst research efficiency by 12x Use Case: Research Intelligence While building a customized AI product for Healthcare organizations like The Red Cross, LinkAlong chose Datastreamer to source, filter, and aggregate the billions of text data pieces needed to train their models. Read Full Case Study Sourcing and delivering social insights faster Use Case: Threat Intelligence & Risk Monitoring Learn how Media Sonar has been able to substantially reduce the amount of resources required to sift through social media data, while enhancing the efficiency and accuracy of the insights they provide their clients on their Web Intelligence dashboards. Read Full Case Study --- ### Team Page > Meet the Datastreamer team dedicated to helping you build scalable, reliable pipelines for real-time data insights. - Published: 2023-03-25 - Modified: 2025-05-26 - URL: https://datastreamer.io/team-page/ Meet Our Team The Brains Behind the Datastreamer Platform The backbone of Datastreamer is the tight knit crew of data-loving problem solvers who make up our team. Our roadmap of pushing the boundaries of the data pipeline industry would not be possible without brilliant individuals who bring a hunger for tough challenges. Members of our team were the ones who corrected the teacher back in high school. Many of them have one or two PhD's or Master's. Despite their overabundance of grey matter, they are humble and personable. We take pride in our diverse and dynamic team, knowing that it's our collective strength that makes us truly exceptional. Humor and creativity are encouraged here, as we believe that we work best when we're enjoying what we do and having a bit of fun. We're grateful for the incredible people that are part of our journey to transform the way businesses use external data. A Diverse Team Unified By Common Attributes Remote-First Our team is distributed from coast to coast along Canada. We're a team of self-starters who thrive in a culture of autonomy and ownership. Data-Loving Experts Our team includes inventive data scientists, NLP experts, AI enthusiasts, and code-wrangling developers with a shared passion for crafting unique data solutions. Relentless Innovators We're hungry to tackle big technical challenges. Our team is constantly experimenting with new technologies to deliver solutions that feel effortless for our customers. Alan Mace Senior Software Developer Nadia Conroy Data Scientist Sharvari Dhote Data Scientist Dherik Barison... --- ### Blogs > Explore the latest insights and expert perspectives on data pipelines, AI workflows, and real-time data analysis from Datastreamer. - Published: 2023-03-25 - Modified: 2025-05-26 - URL: https://datastreamer.io/blogs/ Blogs The Critical Role of Data in Agentic AI The Critical Role of Data in Agentic AI By Nadia Conroy & Sharvari Dhote May 2025 | 8 min. read Table of Contents Why Data Quality Drives Intelligent AI Systems... Agentic AI: The Next Evolution in Intelligence Automation Discover how Agentic AI powers intelligent automation with autonomous agents that learn and adapt. Explore real-world features and use cases. Unlocking Data Insights: The Power of Volume Extrapolation in Your Datastreamer Pipeline Unlocking Data Insights: The Power of Volume Extrapolation in Your Datastreamer Pipeline By Nadia Conroy March 2025 | 15 min. read Table of Contents In the world of data-driven decision-making,... Estimating NLP/ML Model Creation Costs Estimating NLP/ML Model Creation Costs By Tyler Logtenberg Decemeber 2024 | 7 min. read Table of Contents To account for the estimated costs in the creation and managing of an... Estimating the Cost to Add a Web Data Source Estimating the Cost to Adding Web Data Sources By Tyler Logtenberg Decemeber 2024 | 7 min. read Table of Contents To account for the estimated costs in the integration of... When Will My Company Outgrow Talkwalker? A Guide for Social Listening Products For social listening products entering the market, Talkwalker’s APIs offer a foundational framework to bring the UI, familiar experience, and supporting APIs together. Instagram APIs for Custom Monitoring | Official API v. s. Alternative API v. s. Scraping APIs to Integrate Public Instagram Data into Your Own Systems. Real-time monitoring or search hashtags, profiles, keywords,... --- ### Contact Us > Contact Datastreamer for general inquiries, partnership opportunities, or support. We’re here to help you unlock the power of data. - Published: 2023-03-25 - Modified: 2025-05-26 - URL: https://datastreamer.io/contact-us/ Get Started With Datastreamer Request an API Key Request a Datastreamer API key to explore the platform functionality Book a Demo Request a demo for one of our experts to show you how Datastreamer supports your specific data pipeline goals --- ### The Challenges (and Solutions) of Building Generative AI Models > Explore the data challenges facing generative AI models and learn how Datastreamer helps overcome them for real-time insights. - Published: 2023-03-15 - Modified: 2025-05-26 - URL: https://datastreamer.io/generative-ai-challenges/ The Challenges (and Solutions) of Building Generative AI Models Ted Naseri Data Scientist, Datastreamer March 2023 | 10 min. read What Is Generative AI? Unlike typical machine learning models, which only analyze or study existing data, Generative AI can create new content that closely resembles the original inputs or prompts.  The applications of Generative AI are diverse and include live chat, text, images, audio, videos, music composition, and more. Generative AI models promise exciting outcomes, but to reach this end, there are unique challenges that need to be addressed. The Unique Complexities of Generative AI The nature of generative AI comes with different complexities on the modeling side. Some of the modeling challenges that companies may face include: building advanced machine learning and neural network models, simultaneous use of supervised and non-supervised techniques, developing similarity clustering and recommender engines, the contribution of experts in reinforcement learning, defining the best strategy to evaluate Generative AI models performance, and real-time data augmentation to prepare required data. On top of that, the quality of any machine-learning model directly depends on the quality of accessible data. This is even more critical in the case of Generative AI models. Unlike traditional machine learning models trained for specific goals, Generative AI covers a wider range of context to accurately generate novel content without compromising privacy or confidentiality. In fact, these models depend on massive historical data and/or real-time data which is current, online, and constantly updated. This dependency introduces different challenges which are discussed below. To... --- ### Generative AI, powered by Datastreamer > Explore how Datastreamer supports generative AI models with real-time, high-quality data pipelines for accurate and actionable insights. - Published: 2023-02-15 - Modified: 2025-05-26 - URL: https://datastreamer.io/generative-ai/ Generative AI Get Started Threat Intelligence products require near-time pipeline capabilities. Increasing coverage, increasing speed, reducing noise. These demands of a data pipeline are critical for threat intelligence products. Datastreamer brings a component-based Pipeline, capable of handling over 500,000 unique pieces of content per second and reducing repeated integration efforts of new sources and models. What our customers are saying "Using Datastreamer's full-text search, our analysts were able to run precise queries on large amounts of data from various sources. The results were not only quick and accurate, but also specific to the needs of our clients. " Joseph Farino Senior VP of Strategy, iThreat "With Datastreamer, our analysts were able to quickly spot trends from the data collected, improve the accuracy and speed of risk identification, and more efficiently investigate the threat actors behind the threats we saw. " Jason Mader Director of Product Management, Media Sonar Leverage Unstructured Data Utilize Datastreamer's Pipeline capabilities to leverage data sources and AI operations from multiple partners or internal, all within a single step. Ask us a question! The Datastreamer Pipeline Engineering and development teams regularly spend an average of 3 months focused on the creation of pipelines for each unique source entering the organization. Organizations that use Datastreamer's Pipeline to integration, enrich, and deliver data to their products and systems see effort reductions by up to 95%. These gains are realized by leveraging Datastreamer's pre-built Pipeline and available components from partners. Streamlining the Pipeline behind the best industry products. Faster Speed... --- ### Stay Connected > Subscribe for the latest updates, insights, and resources from the Datastreamer team. Stay connected with the future of data pipelines. - Published: 2023-02-02 - Modified: 2025-05-26 - URL: https://datastreamer.io/stay-connected/ Stay Connected Datastreamer Updates Sign up to stay up to date on industry trends, product releases and company updates. Latest data vendors Emerging data sources Research models to reduce noise Enrichment tips and partners Industry news & stats Learn how to handle more data and faster Sign Up By providing your email address, you consent to our Privacy Policy --- ### Media Sonar - Case Study > Explore the web data workflows and pipelines behind Media Sonar and its impact on communication and data analysis. - Published: 2023-02-02 - Modified: 2025-05-13 - URL: https://datastreamer.io/mediasonar-case-study/ Explore the web data workflows and pipelines behind Media Sonar and its impact on communication and data analysis. Datastreamer allows Media Sonar to source and deliver power social insights faster Industry: Threat Intelligence & Risk Detection About iThreat Through their Web Intelligence and Investigations platform, Media Sonar Technologies transforms social media information into insights that reduce the online threat footprint for their clients. "With Datastreamer, our analysts were able to quickly spot trends from the data collected, improve the accuracy and speed of risk identification, and more efficiently investigate the threat actors behind the threats we saw. " Jason Mader Director of Product Management, Media Sonar The Need The goal at Media Sonar Technologies is to provide insights in a reliable, accurate and efficient manner. However, collecting and sifting through considerable amounts of social media data is an extremely data intensive process that can take a lot of time and resources. As a result, Media Sonar Technologies was seeking a way to provide their reports more quickly and accurately. The Solution with Datastreamer Media Sonar Technologies chose the Datastreamer platform to filter and aggregate their clients’ social media data. The company’s developers were able to set up the platform with a single API call so it could aggregate and show trends and information clouds, as well as highlight rising topics. The Results With the Datastreamer platform in place, Media Sonar Technologies has been able to substantially reduce the amount of time and resources previously required to collect and sift through social media data, while enhancing the efficiency and accuracy of the insights they provide their clients. Faster Speed... --- ### iThreat - Case Study > Explore how Datastreamer supported iThreat, by powering the web workflows powering threat detection and increasing client reporting accuracy. - Published: 2023-02-02 - Modified: 2025-05-13 - URL: https://datastreamer.io/ithreat-case-study/ iThreat takes Internet Monitoring Services to the next level with the Datastreamer platform Industry: Threat Intelligence & Risk Detection About iThreat For over 20 years, iThreat has been at the forefront of threat signal monitoring for client organizations and their assets. Their solutions detect, investigate, find and mitigate threats to their customers. "Using Datastreamer's full-text search, our analysts were able to run precise queries on large amounts of data from various sources. The results were not only quick and accurate, but also specific to the needs of our clients. " Joseph Farino Senior VP of Strategy, iThreat The Need iThreat wanted to improve the speed, coverage, and accuracy of its reports for clients. Detecting threats accurately and quickly are vital to assist analysts in the reporting process. To accomplish their goals, iThreat needed a technology partner to feed the massive real-world data needs of their SignalAlert offering, driven by their FusionCenter platform. The Solution with Datastreamer The Datastreamer platform was implemented, providing iThreat with the core data for their SignalAlert service. This brought billions of pieces of data together to create a pipeline for iThreat analysts. iThreat also integrated the Datastreamer API into the FusionCenter platform, allowing iThreat analysts to set up a process for quickly gathering, sorting, investigating and reporting key security threat signals. The Results Using the Datastreamer platform as their data source, iThreat was able to greatly expand the reach and visibility of their detection program. Analysts are now able to filter and aggregate large data sets... --- ### Datastreamer Brief > Get a quick overview of Datastreamer’s platform, capabilities, and how it helps you build scalable, real-time data pipelines. - Published: 2023-01-30 - Modified: 2025-05-26 - URL: https://datastreamer.io/datastreamer-brief/ Datastreamer Platform Brief Download Brief By providing your email address, you consent to our Privacy Policy Want To Learn More? There are a few options on how to get even more information about Datastreamer. Want to talk with someone on our team? Book a meeting in 10 seconds, using our meeting booking page. Explore more about how we are used in your industry? We have a large selection of industry pages and case studies. Browse them here. Would you like to stay informed? Datastreamer offers a regular email newsletter that will keep you up to date on Datastreamer capabilities, new data partnerships, and market trends: Stay connected. --- ### Home > Discover how Datastreamer helps you build real-time data pipelines that power faster insights and smarter decisions for your business. - Published: 2023-01-26 - Modified: 2025-05-26 - URL: https://datastreamer.io/home2023/ Automate how you work with web data Market leaders and new innovators run their web data workflows on Datastreamer. Accelerate and innovate by automating integration, enriching data in real-time, and solving operational bottlenecks. View Interactive Demo Schedule Demo Connect TikTok web data Twitter Google search News articles Instagram Brightdata Reviews Google Maps LinkedIn YouTube Reddit PDFs eBay listings with ElasticSearch sentiment detection video transcription image analysis Claude logo detection Google translate Azure storage location inference GemeniAI Automate data movement from any web source Explore 35,000+ Capabilities Simplify the complexities of working with web data. Utilize ingestion and transformation capabilities in your workflow to feed your products with unlimited data sources as simply as if it was a single source. Datastreamer by the numbers 80M average pieces of web content consumed per month $285k average annual benefit per Datastreamer customer 7+ average disparate sources of web data unified into one stream 6,373 average annual “people hours” saved from web data choresDeploy Pipelines in any business configurationWherever you work with web data, Datastreamer-powered data Pipelines are ready. Utilize Pipelines running on Datastreamer to rapidly add new capabilities to your products, set up for the next stage of innovation by augmenting current technology, or build without distraction by running all your web data pipelines on Datastreamer’s platform. Expand Hybrid Build Accelerate your product growth by deploying Datastreamer to run parallel to your existing technology. Augment your existing capabilities by connecting Pipelines running in Datastreamer to your pre-existing Pipelines at any point. Simplify working with web data to the fullest by using Datastreamer’s platform to power... --- ### Threat & Risk Intelligence - The Pipeline > Discover how Datastreamer powers real-time threat intelligence with data pipelines that enable faster detection and smarter decisions. - Published: 2023-01-16 - Modified: 2025-05-26 - URL: https://datastreamer.io/lp-threatintelligence/ Increase Coverage, Reduce Noise. "The Pipeline" for threat intel leaders. ✓Latest data vendors ✓ Emerging data sources ✓ Research models to reduce noise ✓ Enrichment tips and partners ✓ Learn how to handle more data and faster -- Choose Your Industry * -- THREAT INTELLIGENCE KYC ADVERSE MEDIA MONITORING FINANCIAL ANALYSIS MSSP/MSP MACHINE LEARNING ENTERPRISE SOFTWARE I consent to receive email and other electronic communications with information, promotions and offers about products and services from Datastreamer. I may unsubscribe at any time. I also consent for Datastreamer to use my information in accordance with its Privacy Policy. Sign Up What our customers are saying "Using Datastreamer's full-text search, our analysts were able to run precise queries on large amounts of data from various sources. The results were not only quick and accurate, but also specific to the needs of our clients. " Joseph Farino Senior VP of Strategy, iThreat "With Datastreamer, our analysts were able to quickly spot trends from the data collected, improve the accuracy and speed of risk identification, and more efficiently investigate the threat actors behind the threats we saw. " Jason Mader Director of Product Management, Media Sonar Leverage Unstructured Data Utilize Datastreamer's Pipeline capabilities to leverage data sources and AI operations from multiple partners or internal, all within a single step. Ask us a question! Threat Intelligence products require near-time pipeline capabilities. Increasing coverage, increasing speed, reducing noise. These demands of a data pipeline are critical for threat intelligence products. Datastreamer brings a component-based Pipeline,... --- ### Threat & Risk Intelligence > Learn how Datastreamer empowers threat and risk intelligence teams with real-time data pipelines for faster, smarter detection. - Published: 2022-11-16 - Modified: 2025-05-26 - URL: https://datastreamer.io/threat-risk-intelligence/ Increase Coverage, Reduce Noise Get Started Threat Intelligence products require near-time pipeline capabilities. Increasing coverage, increasing speed, reducing noise. These demands of a data pipeline are critical for threat intelligence products. Datastreamer brings a component-based Pipeline, capable of handling over 500,000 unique pieces of content per second and reducing repeated integration efforts of new sources and models. What our customers are saying "Using Datastreamer's full-text search, our analysts were able to run precise queries on large amounts of data from various sources. The results were not only quick and accurate, but also specific to the needs of our clients. " Joseph Farino Senior VP of Strategy, iThreat "With Datastreamer, our analysts were able to quickly spot trends from the data collected, improve the accuracy and speed of risk identification, and more efficiently investigate the threat actors behind the threats we saw. " Jason Mader Director of Product Management, Media Sonar Leverage Unstructured Data Utilize Datastreamer's Pipeline capabilities to leverage data sources and AI operations from multiple partners or internal, all within a single step. Ask us a question! The Datastreamer Pipeline Engineering and development teams regularly spend an average of 3 months focused on the creation of pipelines for each unique source entering the organization. Organizations that use Datastreamer's Pipeline to integration, enrich, and deliver data to their products and systems see effort reductions by up to 95%. These gains are realized by leveraging Datastreamer's pre-built Pipeline and available components from partners. Streamlining the Pipeline behind the best industry products.... --- ### Master Terms of Services and Policies - Published: 2022-05-24 - Modified: 2025-03-27 - URL: https://datastreamer.io/master-terms-of-services-and-policies/ Master Terms of Services and PoliciesDatastreamer Master Terms of Services and Policies (Last updated March 17th, 2025. )1. INTRODUCTIONThe Datastreamer Master Terms of Service and Policies is made between Datastreamer SEZC, a Cayman Islands corporation and the party that subscribes for the Datastreamer Services (as defined below) ("Customer"). This "Agreement" consists of this Datastreamer Master Terms of Service and Policies, the Privacy Policy attached hereto as Exhibit A and each Order Form (as defined below). Except where Customer has previously negotiated and agreed to a Master Subscription Agreement with Datastreamer, this Agreement supersedes any previously agreed upon terms. Customer's use of the Datastreamer Services is governed by Datastreamer's IP Rights and License Grants. 2. DEFINITIONSThe following terms, when used in this Agreement will have the following meanings:“API” means Datastreamer application programming interface. "Customer Data” means any data input into, processed by, and/or stored by the Services by or for Customer or Users. Customer Data includes Customer identification data as well as Customer personal data. “Data Partner” means Datastreamer’s data source, operation and destination partners. “Data” means certain data being viewed and accessed through Datastreamer Site or API. “DSLTs” means Data Source License Terms as described in clause 4. 2. “Effective Date” means the Datastreamer account creation date. “Order Form” means an ordering document or online process completed by Customer and confirmed by Datastreamer, in each case specifying the Datastreamer services to be provided under this Agreement. “Site” means any pages that are within the Datastreamer. io domain. “Services” or “Service”... --- ### Get Started > Book a demo with Datastreamer and learn how to build real-time data pipelines for faster insights and smarter decisions. - Published: 2022-05-24 - Modified: 2025-05-26 - URL: https://datastreamer.io/get-started/ Get Started With Datastreamer Request an API Key Request a Datastreamer API key to explore the platform functionality. By providing your email address, you consent to our Privacy Policy Book a Demo Request a demo for one of our experts to show you how Datastreamer supports your specific data pipeline goals. --- ### Developer Hub > Comprehensive developer resources to help you get up and running with the Datastreamer platform and API quickly. - Published: 2022-05-20 - Modified: 2023-03-26 - URL: https://datastreamer.io/developer-hub-datastreamer-api/ Datastreamer API Developer Hub To assist you with integrating the Datastreamer platform and API with your product we’ve put together this developer hub page. It includes comprehensive guides and documents for the Datastreamer API v6. If you have any questions at anytime, our support team is standing by ready to assist you. The Datastreamer platform: a turnkey solution The Datastreamer platform is a turnkey data pipeline that can be up and running 5X faster than if you developed or modified your own data pipeline. It allows you to source over 5 billion pieces of unbounded data per day from over 300 million sources, including news feeds, forums, social media, blogs and your organization’s own data. The Datastreamer platform can save you money too. By implementing the platform, Datastreamer clients from around the world save an average of $700,000 annually. Recommender systems Demand prediction Omnichannel analytics Lead generation Sales prediction Product line optimization Contact Information The Datastreamer platform has clients all over the world. Expand the market for your data by becominga Datastreamer data partner. To learn more, contact us at info@datastreamer. io --- ### AI classifiers > Add depth to your data queries with AI classifiers. Use data enrichments to provide greater, scalable insights. - Published: 2022-05-19 - Modified: 2022-05-27 - URL: https://datastreamer.io/ai-classifiers-datastreamer-data-enrichment/ Add depth to your data queries with AI classifiers The Datastreamer platform allows your product to source over 56,000 pieces of new content per second. Equally impressive is the platform’s ability to assist you in filtering that unstructured data. Real-time AI classifications Data is only as good as the insights you can garner from it. The Datastreamer platform enhances your product’s ability to do so with visualization features and services. Open up billions of possibilities for mass data consumption with the enrichments provided by the Datastreamer platform. Run classifiers in real time to add depth to queries. Use locations, languages, violence, sentiment and other similar enrichments to provide greater, scalable insights. All it takes is one API call The type(s) of enrichment: sentiment, language, reported violence, or others?   Which data sources: choose from an ever-growing list. Your query The Datastreamer platform has clients all over the world. Expand the market for your data by becominga Datastreamer data partner. To learn more, contact us at info@datastreamer. io The results can be pulled directly into your product as enhancements to your query and can be combined with any of our other platform features Try our API --- ### Developers - Published: 2019-12-28 - Modified: 2022-05-06 - URL: https://datastreamer.io/blog/ --- ### Resources > Explore Datastreamer's collection of resources, including blogs, case studies, and guides to help you build smarter data pipelines. - Published: 2019-12-24 - Modified: 2025-05-26 - URL: https://datastreamer.io/resources/ Datastreamer. io Datastreamer. io Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Datastreamer. io Datastreamer. io Datastreamer. io Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Datastreamer. io Datastreamer. io Datastreamer. io Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Datastreamer. io Datastreamer. io Datastreamer. io Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Datastreamer. io Datastreamer. io Datastreamer. io Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Datastreamer. io Datastreamer. io Datastreamer. io Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Datastreamer. io --- ### About Us > Uncover the role of the datastreamer team in making data sourcing and enrichment seamless for modern businesses. - Published: 2019-12-24 - Modified: 2025-05-13 - URL: https://datastreamer.io/about-us/ About Us Our Vision Effortless integration of any external data source at scale In 2020, our founders recognized the unaddressed challenge of integrating external data sources in a timely, cost-effective manner. We believe data is at the heart of innovative companies that push the world forward, but most companies limit themselves to internal data due to the technical barriers that come with unstructured, unbounded data. Datastreamer is removing those barriers and empowering the data teams who look for insights buried under mountains of unstructured data. We're accelerating the adoption of small and wide data by making the sourcing, transformation, and enrichment of data from third-party vendors the easiest part of your roadmap. News Read news and press releases to keep up with Datastreamer Read News Releases Team Get to know our team of remarkably talented data experts Meet Our Team Contact Us Reach out to us for press or general inquiries Contact Form Our Mission Building the data pipeline of the future ETL processes and traditional data pipelines aren't built to handle the size and complexity of unstructured data. That leaves most companies to build these data pipelines in-house which is often a prohibitively expensive process. So, we set out to build a turnkey platform that makes it easy for data teams to integrate unstructured and external data. Our team is a collective of curious experts that are tackling big technical challenges so that your team can focus on analyzing data instead of fighting with it. --- --- ## Posts ### A Guide for Data-Driven Marketing: How to use Predictive Analytics Models to Drive Business Growth > Learn how predictive analytics models help marketing and OSINT teams uncover insights, forecast trends, and make data-driven decisions. - Published: 2025-06-05 - Modified: 2025-06-05 - URL: https://datastreamer.io/data-driven-marketing-predictive-analytics-models-driving-business-growth/ - Categories: Blog Learn how marketers can use predictive models, like classification, clustering, regression, and time series, to power social listening, forecast trends, and drive data-backed decisions with custom pipelines from Datastreamer. A Guide for Data-Driven Marketing: How to use Predictive Analytics Models to Drive Business Growth By Sharvari Dhote June 2025 | 20 min. read Table of Contents Introduction Businesses that leverage predictive analytics gain a significant advantage by transforming historical data into foresight. This capability allows them to anticipate customer behavior, improve campaign performance, and drive sustainable growth. Predictive analytic models rely on algorithms that learn from past data to generate accurate predictions and support informed decision-making. In this post, we’ll explore four essential types of predictive analytic models: classification, clustering, regression, and time series. We’ll examine these models through the lens of social listening and open-source intelligence (OSINT) to show how they’re applied in real-world marketing scenarios. You’ll learn what each model does, how it’s used, and how to integrate it into your own strategy. To apply these models effectively, having access to data is not enough. You also need tools to connect, clean, and enrichboth historical and real-time data before it’s processed. That’s where Datastreamer. io comes in. As a no-code data pipeline platform, Datastreamer allows you to quickly build social media data pipelines, merge inputs from multiple web sources, and apply natural language processing (NLP) or AI enrichments such as sentiment analysis and entity tagging. The result is structured, model-ready data that flows into your analytics tools, cloud storage, or AI systems. Let’s explore how today’s top marketing teams build powerful, data-driven pipelines with Datastreamer—making predictive models not just possible, but practical. From global enterprises to fast-growing... --- ### A Guide to Building Custom Data Pipelines with Datastreamer > Learn how to build custom data pipelines with Datastreamer to ingest, process, and analyze data at scale. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/custom-data-pipelines-datastreamer/ - Categories: Blog Learn how to build custom data pipelines with Datastreamer to ingest, classify, and analyze data—empowering your team to scale operations, uncover insights, and make data-driven decisions with confidence. A Guide to Building Custom Data Pipelines with Datastreamer By Marvan BoffJune 2025 | 10 min. read Table of Contents IntroductionIn today’s data-driven world, organizations often struggle to manage and extract insights from large and complex datasets. Custom data pipelines, like those offered by Datastreamer, provide the essential infrastructure to handle data efficiently. This enables your team to focus on core business goals while transforming raw data into actionable insights. To successfully navigate these challenges, it’s essential to:Classify large volumes of data: By organizing data into meaningful categories, organizations can streamline analysis, improve searchability, and make faster, more informed decisions. Move data efficiently: Transferring data across systems—whether on-premises or in the cloud—is critical for timely analysis and decision-making. Scale operations effectively: As data volumes grow, scalable solutions become crucial. Datastreamer custom data pipelines offer built-in auto-scaling capabilities that dynamically adjust resources to meet workload demands. In this article, we’ll explore these capabilities by walking through an example: bringing a sample dataset into a Datastreamer custom data pipeline and classifying the data for better insights. If you’re new here, check out our Getting Started Guide to begin. Pipeline Steps ExplainedTo build your custom data pipeline, you will follow three key steps. These steps are designed to efficiently ingest, process, and visualize your data, ensuring a smooth and flexible workflow. Direct Data Upload: The first step is to bring data into your pipeline. This component feeds data directly into the system, supporting a variety of sources such as S3, GCS, PubSub, and... --- ### How To Build Threat Detection Pipelines Using Datastreamer > Learn how to build a threat detection pipeline with Datastreamer by combining data sources, NLP, and custom functions for real-time insights. - Published: 2025-06-01 - Modified: 2025-06-02 - URL: https://datastreamer.io/threat-detection-using-datastreamer/ - Categories: Blog Learn how to build a proactive threat detection pipeline using Datastreamer. This guide shows how to ingest, normalize, and enrich data from sources like social media, news, and dark web forums. It also covers translation, entity recognition, sentiment analysis, and violence classification to help teams gain real-time threat intelligence and stay ahead of emerging risks. Proactive Threat Detection using Datastreamer By Nadia ConroyMay 2025 | 10 min. read Table of Contents In the era of distributed information and decentralized threats, building a robust threat detection pipeline is critical for early warning and effective response. Whether you're monitoring social media for civil unrest, scanning global news feeds for geopolitical tensions, or tracking emerging cyber threats, timely and intelligent data processing ensures teams can act quickly and confidently. Why Threat Detection Requires a Multi-Source ApproachHigh-priority threat detection depends on combining multiple approaches across diverse sources. This can include techniques such as:Label classificationLLM analysisText analysisEntity extractionBy merging insights from different sources, organizations can create a more comprehensive threat landscape. However, integrating disparate data streams presents challenges, including:Managing noise and false positivesMerging structured and unstructured dataMaintaining real-time responsivenessThe Challenges of Using LLMs for Threat DetectionWhile large language models (LLMs) offer power and flexibility, their use in threat detection comes with two key challenges:False positive classification: LLMs may generate hallucinations or misclassifications that distort the true risk landscape, leading to false threat scenarios with significant consequences. Over-refusal: LLMs may reject benign requests, reducing responsiveness and value, particularly in critical or time-sensitive situations. We aim to avoid both problems, ensuring that LLM inputs don’t create threats where none exist and that refusal responses don’t block valid, essential insights. What You'll Learn in This ArticleIn the rest of this article, we’ll cover how to build a real-time threat detection system using Datastreamer's components. We’ll explore specific use cases, best practices, and how... --- ### A Guide to Data Pipeline Design: Low-Latency or High-Throughput > Explore data pipeline design strategies and compare low-latency vs high-throughput architectures for real-time or batch processing needs. - Published: 2025-05-23 - Modified: 2025-05-23 - URL: https://datastreamer.io/a-guide-to-data-pipeline-design-low-latency-or-high-throughput/ - Categories: Blog Compare low-latency and high-throughput data pipelines, explore component strategies, and learn how to build hybrid architectures that balance speed and scale with Datastreamer. A Guide to Data Pipeline Design: Low Latency or High-Throughput By Dherik BarisonMay 2025 | 15 min. read Table of Contents Why Does Data Pipeline Design Matter? At Datastreamer, data pipeline design is the foundation of how data moves, from source to destination, while enabling transformation, enrichment, and delivery of actionable insights. Think of it as the blueprint that turns raw inputs into structured outputs, ready for analysis. For example, a well-designed pipeline might pull social media data from TikTok, structure it, apply sentiment analysis, and store the results in S3. This is powered by Datastreamer’s modular, component-based architecture, which supports a wide range of real-time and batch use cases. Each pipeline consists of four core components:Ingress: Controls how data enters the systemTransformation: Structures the data (via tools like the Unify Transformer)Operations: Filters, enriches, and routes the flowEgress: Delivers the processed data to its destinationBy combining these components, teams can customize their data pipeline design to meet specific performance goals, manage DVUs, and control costs. Some prioritize low latency and speed; others focus on deep processing and scale. In this article, we’ll break down how Datastreamer supports both approaches—and how to choose the right pace for your pipeline strategy. The Low Latency Pipeline: "The Sprinter"A low-latency pipeline is designed for speed. The primary goal is to minimize delays and deliver filtered, enriched data in near real-time. These pipelines are ideal when you need to react quickly to fresh data and make fast decisions. Typical characteristics of a low-latency pipeline include:Rapid... --- ### Take Command of Your Pipelines with Metadata-Driven Observability > Discover how metadata-driven observability helps you build scalable pipelines with real-time visibility, governance, and strategic control. - Published: 2025-05-23 - Modified: 2025-05-23 - URL: https://datastreamer.io/pipeline-control-metadata-driven-observability/ - Categories: Blog Learn how metadata-driven observability in Datastreamer pipelines unlocks real-time visibility, governance, and strategic control from the moment data enters. Take Command of Your Pipelines with Metadata-Driven Observability By Paul HudsonMay 2025 | 10 min. read Table of Contents The moment data enters your ecosystem, it becomes more than just a technical checkpoint. It becomes an opportunity for strategic oversight. With Datastreamer’s metadata-driven observability, organizations gain real-time visibility, operational control, and governance from the very first point of data ingress. The jobs engine acts as a control surface where metadata context and pipeline-level observability come together to shape smarter, more scalable workflows. Metadata Labels and Tags in the Datastreamer Jobs EngineThe Datastreamer jobs engine enables teams to launch data collection at scale — whether for one-time historical jobs or recurring, scheduled pipelines. At this initial stage, users can enrich data with:Labels: Simple, single-value annotations such as Compliance, Historical, or SensitiveTags: Key-value pairs that add structured metadata like project=Retail2025, region=EMEA, or data_type=social_mediaAlthough these annotations may seem purely descriptive, they deliver essential business context that drives downstream value. For example, structured metadata supports:Data alignment with internal initiatives or external stakeholder needsLifecycle automation through routing and policy enforcementCost transparency via tracking and reporting integrationsImproved discoverability and data stewardship across teamsBy capturing this context at the point of ingestion, Datastreamer ensures data enters the pipeline ready to serve governance, compliance, and operational priorities — making metadata a foundational element of proactive data management. Operational Observability: Budget Alerts and Volume Health MonitoringIn addition to metadata tagging, Datastreamer provides built-in tools for operational observability. These features help teams monitor data usage, identify anomalies, and maintain pipeline... --- ### Metadata at Data Ingress: Why Tags and Labels Matter for Strategy and Governance > Explore how in-pipeline aggregations power insights from raw data, using real-life cases in sentiment, influencer, and document analytics. - Published: 2025-05-22 - Modified: 2025-05-22 - URL: https://datastreamer.io/metadata-at-data-ingress/ - Categories: Blog Discover how embedding metadata at the point of data ingress can unlock automation, enforce policy, and strengthen your data governance strategy from day one. Metadata at Data Ingress: Why Tags and Labels Matter for Strategy and Governance By Paul HudsonMay 2025 | 10 min. read Table of Contents Why Ingress Metadata Matters from the StartIn any data-driven organization, the initial point where data enters the system—also known as the data ingress point—is not merely a technical handoff. Rather, it’s a strategic opportunity to establish context, governance, and compliance right at the beginning. At Datastreamer, this critical stage is managed by the job management engine. This system allows teams to schedule or trigger data collection jobs and apply meaningful labels and key/value tags. These metadata elements may seem simple, but they lay the foundation for a robust and scalable data strategy. What Is the Ingress Point? The Start of the Data LifecycleEvery data job, whether it’s a recurring schedule or a one-time backfill, marks the beginning of the data lifecycle. Decisions made here affect everything downstream, from how data is routed and stored to how it’s governed, analyzed, and billed. In a Datastreamer pipeline:A job retrieves data from a source while managing the interaction with the provider’s API. You can apply a label and assign key/value tags that describe the job’s context, which then propagate across all collected data. This early tagging doesn’t enforce policies directly. However, it creates the conditions for better control over enforcement, routing, and monitoring later in the pipeline. Strategic Metadata: Not Just CosmeticAlthough tags and labels might appear superficial, they are actually strategic metadata elements that power core parts of... --- ### How To Use In-Pipeline Data Aggregations for Smarter Document Analytics > Explore how in-pipeline aggregations power insights from raw data, using real-life cases in sentiment, influencer, and document analytics. - Published: 2025-05-22 - Modified: 2025-05-23 - URL: https://datastreamer.io/pipeline-aggregations-document-analytics/ - Categories: Blog Discover how to use in-pipeline aggregations to turn raw data into real-time insights. From hashtag analysis to influencer detection, learn how Datastreamer helps automate decision-making with document-level analytics. How To Use In-Pipeline Data Aggregations for Smarter Document Analytics By Dherik BarisonMay 2025 | 15 min. read Table of Contents At Datastreamer, we’re continually evolving our platform to help you extract more insights from your data. One of the most impactful capabilities we offer is support for in-pipeline data aggregations, a method that lets you group and analyze documents in real time, directly within your pipelines using the Datastreamer Searchable Storage Ingress component. This enables faster, more efficient document analytics without relying on external systems. What Are Aggregations? Aggregations are powerful analytical operations that summarize large volumes of data without needing to return every individual document. Rather than sifting through thousands—or even millions—of entries, aggregations group data and run calculations across those groups to uncover trends, patterns, and summaries. Here’s what you can do with them:Understand Trends: Track how sentiment around your brand shifts over time. Identify Patterns: Discover which topics most frequently appear alongside mentions of your product. Summarize Data: Reveal the top categories, terms, or users across a dataset. Some commonly used aggregation types include:Terms Aggregation: Identify the most frequent values in a dataset, such as top hashtags or the most active users. Date Histogram Aggregation: Organize data by time intervals to highlight trends—like daily post volumes or weekly changes in sentiment. Significant Terms Aggregation: Pinpoint unusually common terms in a subset of your data when compared to the overall dataset. For instance, this can help detect spikes in mentions tied to emerging issues or viral events.... --- ### The Developer's Guide To Building Custom Pipeline Functions with Python > Learn how to write and test custom Python functions with Datastreamer pipelines. This guide covers data enrichment, transformation, error handling, and performance best practices. - Published: 2025-05-22 - Modified: 2025-05-22 - URL: https://datastreamer.io/custom-pipeline-function-pythons/ - Categories: Blog Learn how to build and test Custom Functions in Python within Datastreamer pipelines. This guide covers everything from data enrichment to performance optimization—giving developers full control over real-time data processing. The Developer's Guide to Custom Pipeline Functions in Python By Dherik Barison May 2025 | 20 min. read Table of Contents When it comes to data integration and transformation, flexibility matters. At Datastreamer, we understand that every organization has unique data processing needs. These needs are best addressed with tools that are both adaptable and powerful. To support this, we created the Custom Function component—an essential part of our data pipelines. This feature empowers developers to write their own Python code to manage specific data transformation tasks, making workflows more tailored and efficient. What Are Custom Functions? In short, Custom Functions let you run Python code within your data pipeline. As a result, you gain complete control over how your documents are processed. For example, you might need to: Filter out specific records Convert or standardize data formats Add new information to documents Run advanced calculations Custom Functions allow you to do all of the above, and more. Ultimately, they give you the flexibility to meet highly specific transformation requirements without depending on out-of-the-box solutions alone. Why Use Custom Functions? Although Datastreamer provides many pre-built components for standard data transformation tasks, there are still many situations where a custom approach is essential. For instance, you might need to: Clean data using logic that’s unique to your business Filter documents based on highly specific or nested conditions Transform formats in ways that go beyond default mappings Enrich data through advanced algorithms tailored to your needs In these cases and more, Custom... --- ### Scalable Data Processing: How We Build Reliable, Real-Time Pipelines > Scalable, reliable, real-time data pipelines—see how Datastreamer ensures scale, security, and uptime with Kubernetes-powered architecture. - Published: 2025-05-21 - Modified: 2025-05-28 - URL: https://datastreamer.io/scalable-reliable-real-time-data-pipelines/ - Categories: Blog Discover how Datastreamer engineers scalable, secure, and zero-downtime data pipelines using Kubernetes. Scalable Data Processing: How We Build Reliable, Real-Time Pipelines By Dherik BarisonMay 2025 | 5 min. read Table of Contents Modern data infrastructure needs to be scalable, secure, and reliable, especially as organizations grow. At Datastreamer, we've built our real-time data pipelines to scale without sacrificing uptime, security, or simplicity. Kubernetes-Backed Isolation and Enterprise-Grade SecurityAt Datastreamer, our infrastructure is built on Kubernetes, not just as a buzzword, but as a core enabler of secure, isolated, and scalable data processing. While many platforms adopt Kubernetes without leveraging its full capabilities, we design every pipeline to maximize its advantage for our customers. Each data pipeline runs in a fully isolated Kubernetes environment. This ensures: Dedicated resources per pipeline which eliminates resource contention No shared infrastructure between customers to prevent cross-tenant data leaksEncrypted internal communications with asynchronous message queries deployed alongside each pipeline for optimal performance and security This architecture enables compliance-ready isolation and supports even the most stringent enterprise requirements. The result? Predictable, high-performance pipelines that operate independently, unaffected by other workloads, and consistently deliver reliable results at scale. Built-In Scalability for Growing Data DemandsAs businesses grow, so do their data processing needs and what worked in early stages can quickly become a performance bottleneck. That's why Datastreamer's pipeline architecture is engineered for horizontal scalability from day one. Each pipeline runs in its own isolated environment, enabling component-level auto-scaling of internal services. Whether you're handling thousands of millions of messages, the system automatically adjusts to your workload, with no manual tuning required.... --- ### Build Smarter AI Workflows with Datastreamer Pipelines > Build scalable AI pipelines with Datastreamer. Learn how to ingest, enrich, and query data using a simple, no-code data workflow. - Published: 2025-05-16 - Modified: 2025-05-16 - URL: https://datastreamer.io/ai-workflows-datastreamer-pipelines/ - Categories: Blog Build scalable AI pipelines with Datastreamer. Learn how to ingest, enrich, and query data using a simple, no-code data workflow. Build Smarter AI Workflows with Datastreamer Pipelines By Marvan BoffMay 2025 | 20 min. read Table of Contents In the world of data-driven decision making, turning raw data into actionable insights is essential but the journey from ingestion to analysis is rarely simple. For teams focused on machine learning and innovation, building an AI data pipeline that supports this journey can be a costly distraction from their core mission. Rather than reinventing the wheel, we'll demonstrate how Datastreamer, a data pipeline platform, can be used to offload infrastructure concerns and provide all the framework needed to help you achieve your goal. 👉 New to Datastreamer? Check out our Getting Started Guide. The Problem: Infrastructure Slows AI Teams DownTo demonstrate the challenge, we'll use a fictional company called SocialMaple, which develops machine learning models to predict emerging trends. The SocialMaple team is made up of data scientists focused on model development and accuracy. Their customers provide large datasets, often stored in cloud platforms like Amazon S3, Google Cloud Storage, or similar external sources. Before any predictions can be made, this raw data must be ingested, transformed, enriched, and analyzed. Managing this end-to-end data pipeline requires a significant infrastructure investment. As a result, SocialMaple is forced to divert time and resources away from its primary goal (delivering reliable, real-time trend forecasts) into maintaining a complex backend system. The Solution: Build a Complete AI Pipeline Without the OverheadTo solve SocialMaple's infrastructure challenge, we use the Datastreamer platform to build a pipeline that ingests,... --- ### The Critical Role of Data in Agentic AI > Explore why high-quality, real-time data is essential for Agentic AI systems and how it impacts performance, decision-making, and accuracy. - Published: 2025-05-06 - Modified: 2025-05-06 - URL: https://datastreamer.io/data-in-agentic-ai/ - Categories: Blog Explore why high-quality, real-time data is essential for Agentic AI systems and how it impacts performance, decision-making, and accuracy. The Critical Role of Data in Agentic AI By Nadia Conroy & Sharvari DhoteMay 2025 | 8 min. read Table of Contents Why Data Quality Drives Intelligent AI SystemsIn artificial intelligence, data isn't just a foundation—it's the fuel. The performance, safety, and reliability of modern AI depends on the quality of the data it's trained and powered with. This is especially true for a new class of intelligent systems known as autonomous or agentic AI, which can make decisions and take actions without human intervention. But what happens when these systems are fed outdated, narrow, or inaccurate data? The result is poor decision-making, bias at scale, and reduced performance. In this article, we'll explore how data quality directly impacts the effectiveness of Agentic AI and what businesses can do to improve it. Why High-Quality Data is Essential for Autonomous AI AgentsUnlike traditional AI models that rely on static datasets, goal-driven agents operate in dynamic environments and make decisions in real time. That means they must rely on data that is:Accurate: Grounded in verified, factual informationDiverse: Sourced from multiple perspectives to minimize bias Fresh: Continuously updated to reflect real-world changes. When intelligent agents are powered by high-integrity data, they become more reliable, adaptable, and aligned with real-world conditions—whether they're answering questions, managing tasks, or executing multi-step workflows. Powering Real-Time Decision-Making with RAG PipelinesOne innovation helping bridge the data gap is Retrieval-Augmented Generation (RAG). This approach enhances pretrained models by allowing them to fetch relevant information from real-time sources, improving their contextual... --- ### Agentic AI: The Next Evolution in Intelligence Automation > Discover how Agentic AI powers intelligent automation with autonomous agents that learn and adapt. Explore real-world features and use cases. - Published: 2025-04-30 - Modified: 2025-05-06 - URL: https://datastreamer.io/agentic-ai-intelligent-automation/ - Categories: Blog Discover how Agentic AI powers intelligent automation with autonomous agents that learn and adapt. Explore real-world features and use cases. Agentic AI: The Next Evolution in Intelligent Automation By Nadia Conroy & Sharvari DhoteApril 2025 | 5 min. read Table of Contents What Is Agentic AI? Agentic AI is emerging as the next major leap in artificial intelligence, moving beyond task-specific tools to fully autonomous systems that can think, adapt, and act in dynamic environments. Unlike traditional AI models that follow pre-set instructions and require close human oversight, Agentic AI introduces goal-driven autonomy and real-time adaptability, enabling new forms of intelligent automation. This paradigm shift is unlocking innovation across industries, from predictive maintenance in manufacturing to personalized healthcare, financial analysis, supply chain optimization, and AI-powered eCommerce. Agentic AI vs. Traditional AI: What's the Difference? Traditional AIAgentic AIFollows predefined rulesLearns from real-time dataOperates in static environmentsAdapts to dynamic, changing contextsNeeds frequent human inputExecutes tasks autonomouslySingle-function capabilitiesMulti-step, goal-oriented workflows Agentic AI is designed to operate independently, learn continuously, and make context-aware decisions — opening the door to more flexible, human-like automation. How It Works: The Role of AI AgentsAt the core of Agentic AI are AI Agents: autonomous systems that use large language models (LLMs) or other reasoning engines to carry out complex tasks. These agents follow a continuous loop known as the 'Thought-Action-Observation' Cycle. Thought: The agent analyzes the situation and determines the next step. Action: It uses tools to carry out an action (e. g. , retrieve data, call an API). Observation: It evaluates the result and adapts accordingly. This loop enables ongoing learning and adjustment which is critical for... --- ### Unlocking Data Insights: The Power of Volume Extrapolation in Your Datastreamer Pipeline - Published: 2025-03-17 - Modified: 2025-03-17 - URL: https://datastreamer.io/unlocking-data-insights-volume-extrapolation-datastreamer/ - Categories: Blog Unlocking Data Insights: The Power of Volume Extrapolation in Your Datastreamer Pipeline By Nadia ConroyMarch 2025 | 15 min. read Table of Contents In the world of data-driven decision-making, knowing the scale of content in a third-party data source is crucial. Whether you're analyzing social media trends, monitoring online discussions, or estimating market activity, the ability to extrapolate data volume accurately can shape strategic decisions. Volume extrapolation provides a structured methodology to estimate document volumes using a number of different methods, depending on the accuracy required. By running these scenarios in a pipeline, businesses can gain insights into content patterns, optimize data collection, and scale operations efficiently. Let's explore the details of implementing volume extrapolation and why this is useful to potential customers. Why Volume Extrapolation MattersFor businesses relying on external data sources, volume extrapolation answers key questions: How much data is available? What are the content trends over time? How can we optimize data collection and reduce API costs? Can we predict data availability for future projects? By applying volume extrapolation techniques from a data pipeline, businesses can make informed decisions, ensuring they gather the right amount of data without overspending or missing critical insights. Business Scenario: Market Research & Social ListeningConsider a marketing analytics firm specializing in social listening. The company provides insights to brands about their market presence, customer sentiment, and trending topics on platforms like Instagram, Twitter, and TikTok. Their clients depend on accurate data volume estimates to determine:How many mentions a brand receives daily? When... --- ### Estimating NLP/ML Model Creation Costs - Published: 2024-12-23 - Modified: 2024-12-23 - URL: https://datastreamer.io/estimating-nlp-ml-model-creation-costs/ - Categories: Blog Estimating NLP/ML Model Creation Costs By Tyler LogtenbergDecemeber 2024 | 7 min. read Table of Contents To account for the estimated costs in the creation and managing of an NLP/ML classifier or model, there are three key elements: the human resources required (manpower), the infrastructure costs, and the ongoing maintenance costs to sustain the new capability. Estimating Resource CostsWhile the complexity of NLP/ML classifier models varies heavily depending on the use cases, this estimation is based on the creation of a semi-complex NLP classifier. An example of this is sentiment extraction or entity detection. The average effort for the creation of a semi-complex NLP or ML classifier can vary in size, but often can be estimated at a duration of 8 'sprints. ' A Sprint is a measurement within engineering teams of dedicated time to specific stories and generally is aligned with 2 week cycles. This brings our estimation of duration to 16 weeks from planning to production release. The usual team composition and costs that are most common seen are laid out below:ResourceMonthly EstimateCountData Scientist$13,3331Data Engineer$8,8301ML Ops Engineer$9,1821Resource Cost$31,3453Using this estimated 3-month duration of complete effort, the Resource Costs of the NLP/ML Classifier and Model would be $94,035 and does not include other documentation, product marketing, QA, or project management costs. Infrastructure Estimated CostsIn addition to the resource costs, there are many supporting costs across infrastructure and supporting teams. The below estimation is illustrative of many of the regular costs, but does not include the costs in acquiring any... --- ### Estimating the Cost to Add a Web Data Source - Published: 2024-12-23 - Modified: 2024-12-23 - URL: https://datastreamer.io/estimating-the-cost-to-add-a-web-data-source/ - Categories: Blog Estimating the Cost to Adding Web Data Sources By Tyler LogtenbergDecemeber 2024 | 7 min. read Table of Contents To account for the estimated costs in the integration of a new data source into your product, there are three crucial elements to factor in. The first is the human resources required, the second being the infrastructure costs, and lastly, the ongoing maintenance costs to sustain the new capability. Estimating Resource CostsDifferent data sources can vary wildly, for the purpose of ensuring a simple and fair estimation, a general web data source is selected. An example of a source matching this criteria would be a news provider, blog network, or mid-sized social network. This estimation does not include the cost of data source acquisition, licensing, or the high-level enrichments required with web data. For an idea on the estimated costs to create an NLP/ML classified or model, we created another page for that which dives into the details similar to here. There is also a substantial amount of education around internal tooling and frameworks required as sometimes the provided SDKS are just not robust or well-documented. The average effort for the integration of a web data source can very in size, but often can be estimated at a duration of 3. 5 "Sprints. " A Sprint is a measurement within engineering teams of dedicated time to specific stories and generally aligned with 2 week cycles. This brings our estimation of duration to 7 weeks from planning to production release. The usual... --- ### When Will My Company Outgrow Talkwalker? A Guide for Social Listening Products > Talkwalker's APIs are a great foundational framework, but what happens when you need more? A guide for growing social listening platforms. - Published: 2024-11-28 - Modified: 2025-05-06 - URL: https://datastreamer.io/outgrowing-talkwalker-guide-for-social-listening-products/ - Categories: Blog For social listening products entering the market, Talkwalker’s APIs offer a foundational framework to bring the UI, familiar experience, and supporting APIs together. By Tyler LogtenbergDecemeber 2024 | 7 min. read Table of Contents Talkwalker Is An Ideal Initial SolutionFor social listening products entering the market, Talkwalker’s APIs offer a foundational framework to bring the UI, familiar experience, and supporting APIs together. In the creation of other social listening products, these APIs become the source backbones of the platforms. Talkwalker’s APIs offer: multi-source data aggregation, basic enrichments, and an accessible taxonomy system. Utilizing the APIs of another platform provides companies a way to integrate social and media data into their products, and leverage enrichment and search capabilities, without building a custom data pipeline from scratch. However, while Talkwalker meets the needs of many early-stage use cases, it’s often outgrown as companies mature and require greater flexibility, real-time data, and in-depth analysis capabilities. Talkwalker’s API Capabilities: What It Can (And Can’t) Do For Scaling CompaniesBefore we can dive into an exploration of the “when”, we need to understand what it can and can’t do for scaling products. While Talkwalker provides basic social listening functionality, its constraints can become limiting as companies expand:Credit-Based Data Access: Talkwalker’s API operates on a credit-based system, meaning that data access is limited by credit availability. For high-frequency or high-volume data needs, companies may quickly hit credit limits, creating bottlenecks and additional costs as data needs grow. Rate Limits of 240 Calls per Minute: In the scaled industry, rate limits become a key technical limitation, and are often measured in calls per second. While Talkwalkers rate limits may be sufficient... --- ### Instagram APIs for Custom Monitoring | Official API v.s. Alternative API v.s. Scraping > APIs to Integrate Public Instagram Data into Your Own Systems. Real-time monitoring or search hashtags, profiles, keywords, and mentions. - Published: 2024-10-09 - Modified: 2025-05-06 - URL: https://datastreamer.io/instagram-data-guide-official-vs-alternative-api-vs-scraping/ - Categories: Blog APIs to Integrate Public Instagram Data into Your Own Systems. Real-time monitoring or search hashtags, profiles, keywords, and mentions. Instagram APIs for Custom Monitoring (Official vs Alternative APIs vs Scraping) By Juan CombarizaOctober 2024 | 12 min. read Table of Contents Skip to Section Official Instagram APIAlternative Instagram APIs (Third-Party)Instagram Scraping Instagram API for Social Listening Behind the brunch selfies and fashion haul posts, Instagram is ripe with rich information around audience sentiment. Instagram is the fourth most visited website in the world, with an estimated 62. 7% of users following or researching brands on the platform. Large organizations have kept a pulse on social conversations for years, but we’ve seen a surge in demand for insights teams (services or software platforms) to develop customized intelligence capabilities. This is made possible by hooking directly into an Instagram API, which facilitates access to raw Instagram data and allows for the manipulation of this data to craft customized intelligence outputs. Instagram API’s are often used to feed custom reports, dashboards, or proprietary AI models: Trend Prediction for Fashion: An insights platform might use predictive AI models that forecast upcoming fashion trends based on Instagram data. This enables their fashion brand customers to stay ahead of the curve by adapting their designs and inventory accordingly. Market Strategy Reports for Brands: A large marketing agency collaborates with a Fortune 500 brand to collect extensive online data, offering deeper insights than traditional focus groups. This comprehensive view reveals customer perception towards products & marketing campaigns. Threat Intelligence Monitoring: A threat intelligence platform monitors online conversations on Instagram to detect potential threats to a company,... --- ### 5 Best Review APIs | No Scraping Required to Integrate Review Data Feeds > APIs to Integrate Reviews Data into Your Own Systems. Search & monitor online reviews: 1. Datastreamer 2. Socialgist 3. Webz - Published: 2024-07-22 - Modified: 2024-08-22 - URL: https://datastreamer.io/5-best-review-apis-no-scraping-required-to-integrate-review-data-feeds/ - Categories: Blog The 5 Best Review APIs | Integrate Online Reviews Data Into Custom AI Models Juan CombarizaMay 2024 | 8 min. read Table of Contents Top Picks Datastreamer: Best for Insights teamsSocialgist: Best for English & Chinese Review PlatformsReviewapi. com: Best for small-scale projects Real-Time Reviews Data for Your Apps & Reports The Shift Towards Customized Review Monitoring FeedsBehind Twitter and Instagram, social listening professionals ranked Reviews and Forums data as the most important sources for insights in their organization. Twitter (X) & IG have widespread availability in nearly every social listening tool, while harnessing reviews data requires more customized collection and some additional steps in procurement. Still, 75% of intelligence professionals surveyed said reviews are an important source for their insights preparation. Customized reviews APIs help businesses access customer feedback from sources like Google, TripAdvisor, or eCommerce platforms in a targeted manner. This includes features like filtering and refining reviews data and focusing on specific keywords (locations, products, and competitors). Why Data Teams Prefer APIs over No-Code UIsFor pulling data from review sites, visual tools can be useful for simple keyword-based queries. However, when the integration demands the application of NLP techniques or specific data stream customization, APIs become essential. These tools are more complex but offer greater control, granting data professionals the flexibility to innovate in their analysis methods. Review data, in particular, often needs more targeted collection methods than other types of data. APIs allow you customize data flows that suit your existing infrastructure:Trend Forecasting with Custom AI:... --- ### How to Integrate a News Data API | 2 Alternatives to DIY Scraping > Save 5 weeks of integration time with this prebuilt infrastructure and developer-friendly alternatives to DIY from scratch. - Published: 2024-07-08 - Modified: 2024-08-21 - URL: https://datastreamer.io/how-to-integrate-a-news-data-api-2-alternatives-to-diy-scraping/ - Categories: Blog How to Integrate a News Data API | 2 Alternatives to DIY Scraping Juan CombarizaJuly 2024 | 8 min. read Table of Contents Alternatives to DIY News Scraping Scraping news data DIY is fraught with challenges. Technically, it demands setting up and managing proxies, handling IP bans, and parsing HTML from different structures—tasks requiring substantial coding expertise and resources. Opting for established news data APIs or a pipeline platform eliminates these hurdles, offering a reliable, efficient, and legally compliant way to access rich news data. Step by Step Guide to Integrating News Data API 1. Procurement - Finding a News Data CollectorMethod A - Manually Procuring a Data Vendor: Begin by identifying and evaluating potential data vendors. Look for providers that offer comprehensive global news coverage, ensuring you receive a wide array of viewpoints and news events. Assess the vendor's reliability, update frequency, historical data access, and the types of enrichments they offer. Legal compliance and the vendor's ability to provide support should also be major considerations. 💡 To save time on research, you can check out our list of Top News Data APIs where we have already assessed these criteria for the industry leading vendors. Method B - Using a Pre-Vetted Partner Catalog: Datastreamer simplifies this by providing a pre-vetted, comprehensive catalog where you can test and select different news data providers. 2. Pipelines - Connecting Vendor APIs to Your SystemsMethod A - API Connection Directly to Data Vendor: This process typically requires detailed technical planning. Your IT team... --- ### 2024's Best News Data APIs | Feed Searchable News Data Into Your Own Tools > APIs to Feed News Data into Your Own Systems. Search & monitor online news with no scraping required. 1. Datastreamer 2. Opoint 3. Socialgist - Published: 2024-06-10 - Modified: 2024-07-25 - URL: https://datastreamer.io/best-news-data-apis-custom-feeds/ - Categories: Blog 2024's Best News Data APIs | Feed Searchable News Data Into Your Own Tools Juan CombarizaMay 2024 | 8 min. read Table of Contents Top Picks Datastreamer: Greatest Data UtilityOpoint: Most Comprehensive Global CoverageSocialgist: Ideal for Multi-Source Monitoring (Forums, Blogs) Real-Time & Historical News Data for Insights Why You Should Adopt APIs for News Data We live in an era of information overload. Real-time news data increases rapidly by the second. However, gathering insights from massive global sources is challenging, and businesses need actionable information to make data-driven decisions towards business goals. APIs for News data help collect valuable insights relevant to diverse fields like threat intelligence, financial risk management, and business intelligence. In fact - the Global Customer Analytics Market is predicted to touch USD 29. 8 billion by 2026. To deliver actionable information, intelligence platforms or teams can leverage a news data API to sift through dynamic online news articles to extract competitive insights. Uses Cases for a Customizable News FeedsMany companies featured here provide platforms for news media monitoring, complete with visual interfaces that enable instant queries of data from worldwide news sources. For those looking to integrate data directly into their own systems, APIs are essential. These APIs facilitate the customization of data flows and the adaptation of delivery mechanisms to suit specific infrastructures. The listed APIs are designed to help teams incorporate data streams into their unique systems or analytics tools, such as for these use cases:Threat intelligence: Configure a news data monitoring API to... --- ### 2024’s Best Dark Web APIs | Feed Your Own Systems with Darknet Data > APIs to Feed Dark Web Data into Your Own Systems. Search & monitor the Darknet with no scraping required. 1. Datastreamer 2. Dark Owl 3. Webz - Published: 2024-05-20 - Modified: 2024-10-10 - URL: https://datastreamer.io/2024s-best-dark-web-apis-feed-your-own-systems-with-darknet-data/ - Categories: Blog The Best APIs to Feed Dark Web Data into Your Own Systems. Search & monitor the Darknet with no scraping required. 1. Datastreamer 2. Dark Owl API 3. Webz 2024’s Best Dark Web APIs | Feed Searchable Darknet Data Into Your Own Tools Juan CombarizaMay 2024 | 8 min. read Table of Contents Top Picks Datastreamer: Easiest integration for intelligence productsDark Owl API: Most comprehensive coverageIPQS API: Specialized for fraud prevention Adding Dark Web Coverage to Your Solutions The Rise of Darknet Data and APIs The dark web is roughly 550x larger than the surface web, yet remains hidden from typical search engines. This secretive data sphere is ripe with potential indicators of compromise (IOCs) and other critical security insights spanning personal information, financial activities, and emergent cyber threats. The Threat Intelligence Index 2024, reports a 7% increase in YoY cyberattacks based on stolen credentials.   Threat intelligence platforms meet these challenges head-on by harnessing the necessary tools for deep web monitoring. However, they depend on a crucial component: vast and continuous data feeds to fuel their analytical engines. This is exactly what dark web APIs deliver, collecting and structuring tens of millions of posts into a format that enhances the accessibility and usability of the data. When to Use An API Over No-Code UI’sMost of the companies on this list also offer dark web monitoring platforms - which include a visual interface to immediately query data collected from across the darknet. APIs on the other hand, are necessary when your objective is to feed data into your own solutions. They allow you to customize data streams and adapt data delivery mechanisms to fit your infrastructure. Dark Web APIs are... --- ### CleanDNS Partner Profile > View the %%title%% and their offerings on the Datastreamer Catalog. - Published: 2024-05-14 - Modified: 2024-05-15 - URL: https://datastreamer.io/cleandns-partner-profile/ - Categories: Partner Profile CleanDNS CleanDNS is an abuse management and online harm mitigation solution, working with DNS domain and website infrastructure entities to report, evidence, and mitigate DNS abuse and online harms. Contact Email CleanDNS Team Usage Terms Privacy Policy Components from This Provider --- ### 2024’s Best Social Media Monitoring API’s | Feed Your Own Systems with Social Data > The best APIs to integrate web & social data without building crawlers or scraping: 1. Datastreamer API 2. Keyhole API 3. Mention API ... - Published: 2023-12-31 - Modified: 2024-09-19 - URL: https://datastreamer.io/social-media-listening-api-guide/ - Categories: Blog A list of APIs to integrate social media data into your own systems. See pricing, data sources, and free trials. 2024’s Top Social Media Monitoring APIs | Build Custom Tools with These Data Feeds Written by: Juan CombarizaUpdated September 19 2024 | 8 min. read Table of Contents Top Picks: Best Social Media Monitoring APIs For integrating external data into your own systems: Datastreamer APIFor API + visual interface: Keyhole API For monitoring brand mentions: Mention APIFor monitoring + publishing capabilities: Sprinklr API Why APIs over No-Code UI's? The Demand for Control & FlexibilityTraditional UI-based platforms have been the cornerstone of social media listening insights for years, and make it effortless for non-technical users to set up queries with zero code. On the other hand, APIs offer a higher degree of control and flexibility. With APIs, teams have the capacity to work with data in a manner that standard UI platforms can't match, transitioning from providing broad insights to tailored intelligence tools that are informed by unique domain expertise. This is critical for teams that want to integrate complex data sets into their own proprietary systems or develop customized analytics tools. Building Custom Social Listening ToolsIn a study conducted by SIL, it was found that a majority of social listening professionals, about 55%, rely on multiple tools, and nearly a quarter are weighing the option of developing in-house technologies. This highlights the challenge that social listening departments face in identifying a tool that satisfies their full breadth of requirements straight out-of-the-box. This is where customizable APIs step in, empowering teams looking to:Add media monitoring features to your SaaS products or... --- ### Socialgist Chinese Videos - Published: 2023-12-14 - Modified: 2024-06-09 - URL: https://datastreamer.io/component_socialgist_chinese_videos/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Socialgist Chinese Videos Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of Chinese social media and key Chinese online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet and in China. Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the Chinese Online Conversational Data bundle. Description Tap into the dynamic and fast-growing realm of video content with Socialgist's video data collection. Our service captures a wide array of video content, offering insights into viral trends, viewer engagement, and content strategies.  From viral clips to educational content, our dataset provides an in-depth look into what captivates viewers and drives video content trends. Ideal for media analysis, content strategy development, and understanding the impact of visual media on public opinion. Socialgist Chinese Online Conversational Data Bundle Get access to this source and more with Socialgist’s Chinese online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 50 review sites, more than 200 popular Chinese message boards and forums, over 1,000 Chinese news sites, and 2,000 blogs. Each day, we harvest over 2 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25 months of... --- ### Socialgist Chinese Blogs - Published: 2023-12-14 - Modified: 2024-06-09 - URL: https://datastreamer.io/component_socialgist_chinese_blogs/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Socialgist Chinese Blogs Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of Chinese social media and key Chinese online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet and in China. Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the Chinese Online Conversational Data bundle. Description Delve into a world of unfiltered opinions and in-depth discussions with Socialgist’s comprehensive Chinese blog data collection. Our service aggregates content from over 2,000 diverse Chinese blogs, capturing the pulse of conversations. From niche interests to mainstream topics, our dataset provides a window into the vast array of perspectives, trends, and insights that blogs uniquely offer. Harness this rich resource for nuanced understanding of public sentiment, emerging trends, and influential bloggers in various domains. Socialgist Chinese Online Conversational Data Bundle Get access to this source and more with Socialgist’s Chinese online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 50 review sites, more than 200 popular Chinese message boards and forums, over 1,000 Chinese news sites, and 2,000 blogs. Each day, we harvest over 2 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25... --- ### Socialgist Chinese News - Published: 2023-12-14 - Modified: 2024-06-11 - URL: https://datastreamer.io/component_socialgist_chinese_news/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Socialgist Chinese News Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of Chinese social media and key Chinese online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet and in China. Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the Chinese Online Conversational Data bundle. Description Stay ahead in a rapidly evolving world with our expansive news site dataset. Drawing from over 1,000 Chinese news sources, we provide a comprehensive overview of current events, editorial opinions, and journalistic analysis. This dataset is invaluable for understanding media narratives, tracking news cycles, and analyzing the impact of current events on public discourse and sentiment across various regions and topics. Socialgist Chinese Online Conversational Data Bundle Get access to this source and more with Socialgist’s Chinese online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 50 review sites, more than 200 popular Chinese message boards and forums, over 1,000 Chinese news sites, and 2,000 blogs. Each day, we harvest over 2 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25 months of data, Socialgist offers unparalleled depth for trend analysis, market research, and... --- ### Socialgist Chinese Reviews - Published: 2023-12-14 - Modified: 2024-06-09 - URL: https://datastreamer.io/component_socialgist_chinese_reviews/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Socialgist Chinese Reviews Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of Chinese social media and key Chinese online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet and in China. Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the Chinese Online Conversational Data bundle. Description Gain a competitive edge with direct access to consumer opinions through our review site dataset. Sourced from over 50 Chinese review platforms, this collection offers insights into customer satisfaction, product feedback, and consumer trends. Whether it’s understanding how products are received, tracking competitor performance, or identifying areas for improvement, our dataset provides the real-world voice of the customer, crucial for market analysis, product development, and brand management. Socialgist Chinese Online Conversational Data Bundle Get access to this source and more with Socialgist’s Chinese online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 50 review sites, more than 200 popular Chinese message boards and forums, over 1,000 Chinese news sites, and 2,000 blogs. Each day, we harvest over 2 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25 months of data, Socialgist offers unparalleled depth... --- ### Socialgist Chinese Boards - Published: 2023-12-14 - Modified: 2024-06-09 - URL: https://datastreamer.io/component_socialgist_chinese_boards/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Socialgist Chinese Boards Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of Chinese social media and key Chinese online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet and in China. Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the Chinese Online Conversational Data bundle. Description Navigate the intricate web of global conversations with our extensive Chinese message board dataset. Covering more than 200 popular Chinese message boards and forums, including baidu. com, hupu. com, and zhihu. com. Our service offers an unrivaled view into real-time discussions and community sentiments. This dataset is a goldmine for understanding consumer behavior, tracking viral topics, and gaining insights into niche communities and broader public opinion. Socialgist Chinese Online Conversational Data Bundle Get access to this source and more with Socialgist’s Chinese online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 50 review sites, more than 200 popular Chinese message boards and forums, over 1,000 Chinese news sites, and 2,000 blogs. Each day, we harvest over 2 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25 months of data, Socialgist offers unparalleled depth for... --- ### Socialgist English Videos - Published: 2023-12-14 - Modified: 2024-06-09 - URL: https://datastreamer.io/component_socialgist_english_videos/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Socialgist English Videos Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of English social media and key English online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet. . Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the English Online Conversational Data bundle. Description Tap into the dynamic and fast-growing realm of video content with Socialgist's video data collection. Our service captures a wide array of video content, offering insights into viral trends, viewer engagement, and content strategies. From viral clips to educational content, our dataset provides an in-depth look into what captivates viewers and drives video content trends. Ideal for media analysis, content strategy development, and understanding the impact of visual media on public opinion. Socialgist English Online Conversational Data Bundle Get access to this source and more with Socialgist’s English online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 250 review sites, more than 3,000 popular English message boards and forums, over 25,000 English news sites, and 200,000 blogs. Each day, we harvest over 3. 5 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25 months of data,... --- ### Socialgist English News - Published: 2023-12-14 - Modified: 2024-06-11 - URL: https://datastreamer.io/component_socialgist_english_news/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Provider: Socialgist Socialgist English News Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of English social media and key English online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet. . Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the English Online Conversational Data bundle. Description Stay ahead in a rapidly evolving world with our expansive news site dataset. Drawing from over 25,000 English news sources, we provide a comprehensive overview of current events, editorial opinions, and journalistic analysis. This dataset is invaluable for understanding media narratives, tracking news cycles, and analyzing the impact of current events on public discourse and sentiment across various regions and topics. Socialgist English Online Conversational Data Bundle Get access to this source and more with Socialgist’s English online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 250 review sites, more than 3,000 popular English message boards and forums, over 25,000 English news sites, and 200,000 blogs. Each day, we harvest over 3. 5 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25 months of data, Socialgist offers unparalleled depth for trend analysis, market research, and consumer... --- ### Socialgist English Boards - Published: 2023-12-14 - Modified: 2024-06-09 - URL: https://datastreamer.io/component_socialgist_english_boards/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Socialgist English Boards Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of English social media and key English online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet. . Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the English Online Conversational Data bundle. Description Navigate the intricate web of global conversations with our extensive English message board dataset. Covering more than 3,000 popular English message boards and forums, our service offers an unrivaled view into real-time discussions and community sentiments. This dataset is a goldmine for understanding consumer behavior, tracking viral topics, and gaining insights into niche communities and broader public opinion. Socialgist English Online Conversational Data Bundle Get access to this source and more with Socialgist’s English online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 250 review sites, more than 3,000 popular English message boards and forums, over 25,000 English news sites, and 200,000 blogs. Each day, we harvest over 3. 5 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25 months of data, Socialgist offers unparalleled depth for trend analysis, market research, and consumer sentiment studies. Our... --- ### Socialgist English Reviews - Published: 2023-12-14 - Modified: 2024-06-09 - URL: https://datastreamer.io/component_socialgist_english_reviews/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Socialgist English Reviews Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of English social media and key English online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet. . Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the English Online Conversational Data bundle. Description Gain a competitive edge with direct access to consumer opinions through our review site dataset. Sourced from over 250 English review platforms, this collection offers insights into customer satisfaction, product feedback, and consumer trends. Whether it’s understanding how products are received, tracking competitor performance, or identifying areas for improvement, our dataset provides the real-world voice of the customer, crucial for market analysis, product development, and brand management. Socialgist English Online Conversational Data Bundle Get access to this source and more with Socialgist’s English online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 250 review sites, more than 3,000 popular English message boards and forums, over 25,000 English news sites, and 200,000 blogs. Each day, we harvest over 3. 5 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25 months of data, Socialgist offers unparalleled depth for... --- ### Socialgist English Blogs - Published: 2023-12-14 - Modified: 2024-06-09 - URL: https://datastreamer.io/component_socialgist_english_blogs/ - Categories: Access: Integrated, Provider: Socialgist, Type: Data Source Socialgist English Blogs Provider: Socialgist Socialgist is a pivotal connector in the digital world, bridging the gap between the analytics community and a vast public, online conversational data. Our comprehensive dataset of English social media and key English online platforms is an essential tool for anyone seeking to harness the collective knowledge and opinions shared across the internet. . Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Bundle This source is available as part of the English Online Conversational Data bundle. Description Delve into a world of unfiltered opinions and in-depth discussions with Socialgist’s comprehensive English blog data collection. Our service aggregates content from over 200,000 diverse English blogs, capturing the pulse of conversations. From niche interests to mainstream topics, our dataset provides a window into the vast array of perspectives, trends, and insights that blogs uniquely offer. Harness this rich resource for nuanced understanding of public sentiment, emerging trends, and influential bloggers in various domains. Socialgist English Online Conversational Data Bundle Get access to this source and more with Socialgist’s English online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 250 review sites, more than 3,000 popular English message boards and forums, over 25,000 English news sites, and 200,000 blogs. Each day, we harvest over 3. 5 million data points, creating a rich tapestry of conversations and opinions. With a vast archive encompassing 25 months... --- ### Socialgist & Datastreamer Partner to Simplify Conversational Data Integration > Datastreamer & Socialgist proudly announce a partnership that is set to reshape the way businesses integrate and utilize conversational data. - Published: 2023-12-12 - Modified: 2023-12-12 - URL: https://datastreamer.io/socialgist-datastreamer-partnership-announcement/ - Categories: Blog Datastreamer & Socialgist proudly announce a partnership that is set to reshape the way businesses integrate and utilize online conversational data. Socialgist & Datastreamer Partner to Make Conversational Data Integration a Seamless Experience Juan CombarizaDecember 2023 | 5 min. read Toronto, December 12, 2023 — Datastreamer, a platform that is revolutionizing unstructured data adoption, and Socialgist, the largest index of human-to-human conversational content, proudly announce a partnership that is set to reshape the way businesses integrate and utilize online conversational data. Structuring Diverse Online Data for Actionable Intelligence:Socialgist, with its extensive array of web and social data streams, is a trusted source amongst industry-leading insights products and analyst teams. Datastreamer automates the pipelines that connect unstructured data into intelligence products, freeing engineering teams from the need to build complex infrastructure. With Datastreamer’s pre-built connector to Socialgist, organizations can minimize the upfront time investment needed to tap into a broad range of real-time content streams at scale. Furthermore, data professionals can use Datastreamer to combine Socialgist streams with other unstructured sources such as external PDFs or Dark Web data. Merging billions of data points from different sources into a homogenous structured format enables federated queries, unified dashboards, filtered feeds, and an unparalleled speed-to-insight for teams that work with unstructured data. "We’re thrilled to give our customers the advantage of connecting to the same data feeds that already fuel some of the biggest names in the media monitoring space” says David Strucke, CEO of Datastreamer. “Together, we are creating a synergy that will simplify how businesses access and interpret the wealth of conversational data available in the digital realm. ”“There are impressive innovations... --- ### SocialGist Partner Profile > View the %%title%% on the Datastreamer Catalog. - Published: 2023-12-11 - Modified: 2023-12-14 - URL: https://datastreamer.io/socialgist-partner-profile/ - Categories: Partner Profile Socialgist Socialgist is at the forefront of data collection, connecting the analytics community with a wealth of public, online conversational data from social media and key online platforms, including forums, blogs, message boards, reviews, and videos. Offering the option to use over 200TB of indexed data in more than 32 languages, or to collect data from specific sites upon request, our service acts as a gateway to understanding market trends, consumer opinions, and global discussions. This offers invaluable insights for businesses, researchers, and marketers. Contact Email Socialgist Accounts Team Usage Terms Privacy Policy Components from This Provider SocialGist Chinese News View Component SocialGist Chinese Blogs View Component SocialGist Chinese Videos View Component SocialGist English Videos View Component SocialGist English News View Component SocialGist Chinese Reviews View Component SocialGist Chinese Boards View Component SocialGist English Boards View Component SocialGist English Reviews View Component SocialGist English Blogs View Component --- ### How to Standardize Data from Different Sources | Tools, Steps, and Examples > Learn how and when to standardize data. This guide explores pre-built tools for unstructured data as well as manual methods like Python, SQL. - Published: 2023-12-10 - Modified: 2023-12-31 - URL: https://datastreamer.io/standardize-data-guide/ - Categories: Blog Learn how and when to standardize data. This guide explores pre-built tools for unstructured data as well as manual methods like Python, SQL. How to Standardize Data from Different Sources: Tools, Steps + Examples Juan CombarizaDecember 2023 | 7 min. read Table of Contents What is data standardization? Data standardization refers to the process of converting data values into uniform formats. This practice ensures consistency within the attributes of datasets, facilitating effective analysis and management. Examples of data standardization include:Converting dates from various formats into a single standard format (e. g. YYYY-MM-DD) across all datasets. Converting various measurement units to a single standard, such as changing all distances from miles to kilometers. In multinational datasets, translating or converting all data to a single language to maintain consistency. In This Article: Why Standardize DataStandardize External Unstructured DataTools to Standardize DataSteps to Standardize DataWhy standardize data from different sources? The task of data standardization, typically executed by data professionals, ensures data is appropriately prepared for accurate analysis and efficient storage. Data standardization is one of the tasks within the broader process of data preparation. This step, which includes other components like data cleaning and data normalization, is so vital in the field of big data that it's often cited to occupy 70% of the time spent by data professionals. What happens if I don't standardize data? Incompatibility with Machine Learning: When different sources are not standardized, ML models may misinterpret the data, leading to biased or inaccurate predictions. Impaired Analytics: Analytics tools rely on standardized data for accurate analysis. Non-standardized data can skew analytics results, leading to incorrect insights. Complications in Data Integration: Merging data... --- ### 5 Best PII Redaction API's 2024 | Features, Reviews + More > Concerned with GDPR or HIPAA? Compare PII redaction tools: 1. Private AI 2. Assembly AI 3. Amazon Comprehend 4. Presidio ... - Published: 2023-08-28 - Modified: 2024-03-17 - URL: https://datastreamer.io/top-pii-redaction-tools-guide/ - Categories: Blog Concerned with GDPR or HIPAA? Compare PII redaction tools that help you safeguard sensitive data to adhere to privacy regulations. Best PII Redaction API's | Features, Reviews + More Juan CombarizaUpdated March 2024 | 7 min. read Table of Contents Top Choices:Top PII redaction API for text & documents: Private AITop PII redaction API for audio files: Assembly AIOpen Source PII Redaction API: Microsoft PresidioTRIAL CREDITSBuild Pipelines for PII RedactionGet free credits to run PII Redaction on a live data pipeline Redacting PII for Data Compliance Image Source: Private AI A frequent roadblock that comes up during data initiatives is the fear of data compliance penalties. Considering that GDPR penalties are reaching billion-dollar annual figures, it's understandable that concerns about adhering to stringent laws like HIPAA and CCPA can bring even enthusiastic data projects to a standstill. Data professionals now face another layer of complexity, as they have to think about legal aspects, consult with privacy professionals, and beef up their cybersecurity infrastructure. Fortunately, PII redaction tools exist to streamline data compliance and enable companies to utilize data while staying within the confines of stringent legislation. Why We Wrote This PII Redaction API GuideAt Datastreamer, we're on a mission to make unstructured data adoption effortless. We chose a PII redaction tool to integrate in our platform so that our users could secure sensitive data flowing through their pipelines. We did our homework to compare PII redaction/data masking solutions, and hope our findings give you a head start in your evaluation process. The Benefits of PII RedactionPicture a world where sensitive data is never stored to begin with. By actively stripping... --- ### Datastreamer x Private AI: Partnering to Enable Privacy Compliant Data Pipelines > “Joining forces with Private AI helps us solve one of the most pressing deterrents of unstructured data adoption – ensuring information security & compliance" - David Strucke, CEO of Datastreamer - Published: 2023-08-03 - Modified: 2023-08-03 - URL: https://datastreamer.io/datastreamer-x-private-ai-partnership-press-release/ - Categories: Blog, News “Joining forces with Private AI helps us solve one of the most pressing deterrents of unstructured data adoption – ensuring information security & compliance" - David Strucke, CEO of Datastreamer Datastreamer & Private AI Partner to Enable Privacy Compliant Data Pipelines By: Datastreamer Team August 2023 Read the Official Press Release If you were not automatically redirected to the official press release, visit this link: www. private-ai. com/datastreamer-press-release --- ### OpenAI Prompts (ChatGPT) > View more details about: %%title%%, on the Datastreamer catalog! - Published: 2023-07-17 - Modified: 2023-07-17 - URL: https://datastreamer.io/openai-prompts-chatgpt/ - Categories: Access: Integrated, Provider: Datastreamer, Type: Operation ChatGPT Text Completion Provider: Datastreamer Apply chatGPT Text Completion on any data source Listing ID: Type: Integrated Category: Enrichment ML Model Pricing Request Pricing Details Description This Operation allows a user to specify the destination field "content. output", source field "content. body", and completion parameter. See Open AI Completion API Reference for parameters More Components from This Provider OpenAI Prompts (ChatGPT) View Component ESG Classifier View Component Intent Classifier View Component Violence Detection Classifier View Component Category Classifier View Component Sentiment Classifier View Component Location Inference Classifier View Component Content Similarity Clustering View Component View all Components from This Provider Coverage Details Optimized for News content Optimized for Social content Optimized for Blog content Optimized for Forum content Operation Method Post-Processing Instant Operation Qualities Instant Post-Process Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### ESG Classifier > View more details about: %%title%%, on the Datastreamer catalog! - Published: 2023-07-17 - Modified: 2023-07-17 - URL: https://datastreamer.io/esg-classifier/ - Categories: Access: Integrated, Provider: Datastreamer, Type: Operation ESG Classifier Provider: Datastreamer The ESG classifier is a text-based classifier that analyses news posts and categorizes the content according to Environmental, Social or Governance related news events. Listing ID: Type: Integrated Category: Enrichment ML Model Pricing Request Pricing Details Description The ESG classifier is designed to find news which deals with ESG related topics. Using the ESG classifier with company keywords or entities means that users can track ESG information for a particular company. Use it in conjunction with the sentiment classifier to determine if the news is positive or negative. For example, users can learn how involved a company is in positive environmental activities, or if there is negative news regarding a company’s leadership and governance. The ESG classifier is a 4-value label. The label value is one of ‘environmental’, ‘social’, ‘governance’ depending on the ESG topic; or ‘none’ if no ESG topic is detected in the post. More Components from This Provider ESG Classifier View Component Intent Classifier View Component Violence Detection Classifier View Component Category Classifier View Component Sentiment Classifier View Component Location Inference Classifier View Component Content Similarity Clustering View Component View all Components from This Provider Coverage Details Optimized for News content Operation Method Post-Processing Instant Operation Qualities Instant Post-Process Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### NER (Named Entity Recognition) > View more details about: %%title%%, on the Datastreamer catalog! - Published: 2023-07-17 - Modified: 2023-07-17 - URL: https://datastreamer.io/ner/ - Categories: Access: Integrated, Provider: Datastreamer, Type: Operation Named Entity Recognition Provider: Datastreamer Displays the named entity extracted from the given text. The covered entities are:PersonLocationOrganization Listing ID: Type: Integrated Category: Enrichment ML Model Pricing Request Pricing Details Description The NER classifier helps reduce the noise in the query results. For example, assuming one is looking for the word “Budget” in the request to the API. In that case, we likely have results like:Example 1: I need to manage my budget. Example 2: I have just called Budget to reserve a sedan for the next week. The budget in example 1 is a general word, while it is the rental car company in the second example. Provided that we are looking for Budget as an organization, example 1 would be a noise that can negatively impact the extracted results of the query. In this use case, the user can easily use the NER classifier to reduce the noise by asking the API to return sentences where the “Budget” keyword is extracted as an organization. The NER classifier can add one or multiple metadata sections in results on the extracted Person/Location/Organization. Unlike other classifiers, the NER classifier's output is in the form of a list to cover more than one entity. For instance, the location entities in the following example is made of two labels, while the person and organization entities have one. More Components from This Provider OpenAI Prompts (ChatGPT) View Component ESG Classifier View Component NER (Named Entity Recognition) View Component Intent Classifier View Component Violence Detection... --- ### Twingly VK - Published: 2023-07-07 - Modified: 2024-06-09 - URL: https://datastreamer.io/twingly-vk/ - Categories: Access: Adapter, Provider: Twingly, Type: Data Source Twingly VK Provider: Twingly Get unique insight in Russian social postings Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description VK is the most popular social platform in Russia, with more than 95 million active users. We are offering an official VK Search API that includes all public posts, shares and comments, a total of 20 million messages per day. Get access today to find out what is said about your brand, customers or competitors in the Russian market. Components from This Provider Twingly VK View Component Twingly Reviews View Component Twingly Forums View Component View all Components from This Provider Coverage Details 95M Users 20M posts/day Update Frequency Continuous Time Range 12-months history Data Volume Unit 40 results per DVU Additional Attributes Image and video metadata Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Twingly Reviews - Published: 2023-07-07 - Modified: 2024-06-09 - URL: https://datastreamer.io/twingly-reviews/ - Categories: Access: Adapter, Provider: Twingly, Type: Data Source Twingly Reviews Provider: Twingly Customer reviews are the key to unlocking valuable insights into their brand's perception. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Do you want to show what is said about your customers’ products and services? Customer reviews are the key to unlocking valuable insights into their brand's perception. With our cutting-edge Reviews API, you'll have access to over 5 million online reviews every month from all corners of the world. In today's digital age, online reviews hold immense power. They have the potential to make or break a brand or product, and that's why it's crucial to stay ahead of the game. With our Reviews API, you'll be able to monitor customer reviews in real-time, so your customers can quickly respond to negative feedback and turn it into a positive opportunity for improvement. Not only can your customer keep track of their own products, but they can also keep an eye on their competitors. This information is a goldmine for decision-making and can help them gain a competitive edge. By providing a superior customer experience, they will attract more customers and boost their brand's reputation. Components from This Provider Twingly VK View Component Twingly Reviews View Component Twingly Forums View Component View all Components from This Provider Coverage Details 85 Languages 5M posts/month Update Frequency Continuous Time Range 12-months history Data Volume Unit 40 results per DVU Additional Attributes Country filter Review filter Request More Information Reach out to request pricing details... --- ### Twingly Forums - Published: 2023-07-07 - Modified: 2024-06-09 - URL: https://datastreamer.io/twingly-forums/ - Categories: Access: Adapter, Provider: Twingly, Type: Data Source Twingly Forums Provider: Twingly Keep track of online discussions. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Forums have always been a vital part of social media conversations online. That is where you find niche discussions about aquariums and railroads, as well as the major auto, gaming, and tech forums. This is also where you find discussions that the major platforms reject and do not find compliant but are still just as relevant and important for a company or brand. Forums are not only about the labelled topic but about a community that discusses all sorts of matters. That is why you need a broad range of forums for any kind of media monitoring because you don’t know where a brand will be mentioned or a relevant discussion gains momentum. We deliver 10 million forum posts per day from over 9,000 forums in our Forums API. Whether you want to keep track of all 131,000 Dutch forum posts daily, or the 13,000 Norwegian ones, we have got you covered. 12 months of history84 languages Components from This Provider Twingly VK View Component Twingly Reviews View Component Twingly Forums View Component View all Components from This Provider Coverage Details 56 Languages 1. 2M posts/day Update Frequency Continuous Time Range 12-months history Data Volume Unit 40 results per DVU Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to... --- ### Intent Classifier > View more details about: %%title%%, on the Datastreamer catalog! - Published: 2023-07-07 - Modified: 2023-07-07 - URL: https://datastreamer.io/intent-classifier/ - Categories: Access: Integrated, Provider: Datastreamer, Type: Operation Intent Classifier Provider: Datastreamer The intent classifier is a specialized text classifier that analyses media posts about future actions. It will detect whether the post intends to perform some behavior, such as purchasing or selling and can be used alongside other classifiers and filters. Listing ID: Type: Integrated Category: Enrichment ML Model Pricing Request Pricing Details Description The intent classifier is a specialized text classifier that analyses media posts about future actions. It will detect whether the post intends to perform some behavior, such as purchasing or selling and can be used alongside other classifiers and filters. The Intent classifier is designed to uncover instances where people express their intentions to perform actions, especially actions in the future. It is meant to quickly add additional information to help users assess the imminence of activities and identify future actions and interests relating to products or people (named entities). It could also detect whether future actions may be violent (when used in conjunction with the violence classifier). More Components from This Provider Intent Classifier View Component Violence Detection Classifier View Component Category Classifier View Component Sentiment Classifier View Component Location Inference Classifier View Component Content Similarity Clustering View Component View all Components from This Provider Coverage Details Optimized for News content Optimized for Social content Optimized for Blog content Optimized for Forum content Operation Method Post-Processing Instant Operation Qualities Instant Post-Process Request More Information Reach out to request pricing details and one of our team members will get back to you shortly.... --- ### Violence Detection Classifier > View more details about: %%title%%, on the Datastreamer catalog! - Published: 2023-07-07 - Modified: 2024-06-09 - URL: https://datastreamer.io/violence-detection-classifier/ - Categories: Access: Integrated, Provider: Datastreamer, Type: Operation Violence Detection Classifier Provider: Datastreamer The violence classifier is a specialized text classifier that analyses media posts that communicate violent actions, whether about specific threats of physical violence or accounts of violence against others. Listing ID: Type: Integrated Category: Enrichment ML Model Pricing Request Pricing Details Description The violence classifier is designed to uncover instances where people communicate violent threats or reports of violence against others. Used in conjunction with keywords, named entities, and location information, users can filter where threats might be associated with this other pertinent information. The classifier is meant to identify explicit instances of violent language and not about the subject of violence per se. The violence classifier outputs 3 different labels relating to violence: ‘No violence’, ‘Threat of physical violence’, and ‘Reported violence’, as well as a confidence value for each prediction. More Components from This Provider Violence Detection Classifier View Component Category Classifier View Component Sentiment Classifier View Component Location Inference Classifier View Component Content Similarity Clustering View Component View all Components from This Provider Coverage Details Optimized for Social Media English Only Operation Method Post-Processing Instant Operation Qualities Post-Process Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Vital4 Criminal Records - Published: 2023-05-30 - Modified: 2024-06-09 - URL: https://datastreamer.io/vital4-criminal-records/ - Categories: Access: Adapter, Provider: Vital4, Type: Data Source Criminal Records Provider: Vital4 Delivers unrivaled coverage, accuracy, compliance, and competitive pricing of criminal data collected daily from thousands of sources at the federal, state, county, and local levels. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Criminal screening services are used by many sectors across the U. S. to uncover criminal records for employees, vendors, or other potential business partners. Associations with suspicious personnel can damage businesses – both financially and reputationally – and jeopardize employee safety. Without proper safeguards in place, your organization may be on the hook for compliance violations in the event of embezzlement, theft, or other illegal activity. Vital4 delivers unrivaled coverage, accuracy, compliance, and competitive pricing of criminal data collected daily from thousands of sources at the federal, state, county, and local levels. Sources include Criminal Prosecutions, Arrest Records, Warrant Lists, Criminal Newsletters & Press Releases, Most Wanted, Sex Offenders, Corrections/Inmate Data, Child Support Violations, Open Court Cases, Early Release & Parole Lists, Career Offenders, and more. Data is updated in real-time to provide an accurate report of all court records in a certain region or jurisdiction, not just convictions. The Whole Picture We search thousands of sources every day, covering more than 3000 U. S. counties to ensure the highest level of accurate reporting of all court records in a certain region or jurisdiction, not just convictions. Our high-tech platform sifts through the noise to eliminate false positives and deliver only relevant data. Components from This Provider Vital4 Criminal... --- ### Vital4 Adverse Media - Published: 2023-05-30 - Modified: 2024-06-09 - URL: https://datastreamer.io/vital4-adverse-media/ - Categories: Access: Adapter, Provider: Vital4, Type: Data Source Adverse Media Provider: Vital4 Adverse media detection serves as an important early predictor for potential watchlist or sanctions listings, as media outlets can often identify risk with more agility than government or international watchdogs. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Adverse media detection serves as an important early predictor for potential watchlist or sanctions listings, as media outlets can often identify risk with more agility than government or international watchdogs. Red flag behavior linked to money laundering, financial fraud, drug trafficking, human trafficking, risky finances, terrorism — and more — can be better identified and predicted with adverse media screening. The Whole Picture Vital4 Adverse Media scans tens of thousands global media sources and millions of articles each day. If there’s a news story you need to know about it, we’ll find it. Components from This Provider Vital4 Adverse Media View Component Vital4 Watchlists and Sanctions View Component Vital4 Politically Exposed Persons View Component View all Components from This Provider Update Frequency Continuous Data Volume Unit 1 result per DVU Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Vital4 Watchlists and Sanctions - Published: 2023-05-30 - Modified: 2024-06-09 - URL: https://datastreamer.io/vital4-watchlists-and-sanctions/ - Categories: Access: Adapter, Provider: Vital4, Type: Data Source Watchlists & Sanctions Provider: Vital4 Global watchlists are compiled by governments and international organizations to identify entities linked to crime, corruption, terrorism, laundering, and various other forms of unethical behavior. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description VITAL4WLS offers more power than a dedicated team of analysts – all within the convenience of a cloud-based interface. Unlike legacy providers, we use machine learning, AI-driven name-matching technology, and flexible relevancy scores to deliver the most current data without human error. With up-to-date, accurate reporting, you can mitigate risk, monitor suspicious activity, and reduce false positives up to 100%. The Whole Picture Automatically scans 6,000 global sources daily to alert you about potential sanction risks when screening candidates, vendors, or other business partners. Sophisticated name-matching technology with flexible relevancy scores gives you in-depth and up-to-date information about relevant entities. Components from This Provider Vital4 Watchlists and Sanctions View Component Vital4 Politically Exposed Persons View Component View all Components from This Provider Update Frequency Continuous Data Volume Unit 1 result per DVU Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Webz Blogs - Published: 2023-05-26 - Modified: 2024-06-09 - URL: https://datastreamer.io/webz-blogs/ - Categories: Access: Adapter, Provider: Webz, Type: Data Source Webz Blogs Provider: Webz. io Plug your machines into our global blogs API now and start listening to the right audience. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Webz. io lets your machine in on the latest word in the buzzing blogosphere. It consumes hundreds of thousands of blog articles from across the globe - every day. It then enriches the feed with a smart layer of entities, sentiments and categories. Ready in our repositories, your machines can now plug into our customized and filtered data feeds at scale. Crawls blogs from around the world in multiple languages going back to 2008. Enriches blog data with smart entities, sentiments, and categories. Feeds your machines with fresh blog data, powered by unparalleled latency and adaptive crawling. Components from This Provider Webz Blogs View Component Webz Forums View Component Webz Reviews View Component View all Components from This Provider Coverage Details User defined Open source Update Frequency Continuous collection Time Range Till source inception. Additional Attributes Integrated Entites Integrated Sentiment Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Webz Forums - Published: 2023-05-26 - Modified: 2024-06-09 - URL: https://datastreamer.io/webz-forums/ - Categories: Access: Adapter, Provider: Webz, Type: Data Source Webz Forums Provider: Webz. io Webz. io keeps your machines posted with the latest topic on the discussion board. It continuously consumes millions of discussion posts from forums across the world. Finally, your machines can connect to our repository to stream structured data feeds at scale. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Webz. io keeps your machines posted with the latest topic on the discussion board. It continuously consumes millions of discussion posts from forums across the world. Get the original post and all replies to capture the entire discussion thread. Easily sort forum data by relevance, crawl date, publication date, and domain rank. Determine the popularity of a thread or topic by the number of replies and the author’s rank. Components from This Provider Webz Blogs View Component Webz Forums View Component Webz Reviews View Component View all Components from This Provider Coverage Details Multi-language Continuous Update Frequency Continuous collection Time Range Till source inception. Additional Attributes Domain Rank Thread position Author Rank Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Webz Reviews - Published: 2023-05-26 - Modified: 2024-06-09 - URL: https://datastreamer.io/webz-reviews/ - Categories: Access: Adapter, Provider: Webz, Type: Data Source Webz Reviews Provider: Webz. io Tap into a stream of powerful review data feeds from across the web, ready for machines. Let your machines start reading what customers are saying about any product or service. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Webz. io instantly consumes hundreds of thousands of reviews in multiple languages from all over the globe, letting your machine listen to every reviewer, everywhere. Now your machines can tap into the world of reviews, with structured data feeds at scale. Crawls reviews from around the world in multiple languages, all the time. Enhances review data with detailed textual posts, including continuous rating updates. Feeds your machines with fresh review data, with ultra-low latency and adaptive crawling. Get the latest reviews from various sources, their full textual product reviews, constantly updated. Components from This Provider Webz Blogs View Component Webz Forums View Component Webz Reviews View Component View all Components from This Provider Coverage Details User defined Open source Update Frequency Continuous collection Time Range Till source inception. Data Volume Unit 20 results per DVU Additional Attributes Ethically and safely collected Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Webz Dark Web - Published: 2023-05-26 - Modified: 2024-06-09 - URL: https://datastreamer.io/webz-dark-web/ - Categories: Access: Adapter, Provider: Webz, Type: Data Source Webz Dark Web Provider: Webz. io The world’s most powerful dark web feed is a few clicks away,now your machines can monitor risks in real time. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Webz. io is on the lookout for your next threat. It crawls, collects and indexes real-time data from dark web networks, feeding your machine with the relevant data in the right context. Enriched data feed with quick profiling of threat agents, groups and relevant platforms. Unrivaled coverage of dark and deep web sources with millions of sites, forums, marketplaces, and messaging platforms crawled daily in multiple languages. Collects critical information to help your machine identify, classify, and take quick action Components from This Provider Webz Blogs View Component Webz Forums View Component Webz Reviews View Component View all Components from This Provider Coverage Details Marketplaces Messaging Services Forums Analyst-supported Update Frequency Continuous collection Time Range Till source inception. Additional Attributes Ethically and safely collected Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Webz News - Published: 2023-05-26 - Modified: 2024-06-11 - URL: https://datastreamer.io/webz-news/ - Categories: Access: Adapter, Provider: Webz, Type: Data Source Webz News Provider: Webz. io Access structured, noise-free, enriched news data feeds from millions of sites, in 170+ languages from across the web. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Access relevant news sources, in 170+ languages going back to 20082. 5M+ daily news articles, driving near real-time resultsGet more insights with enriched news data with smart entities like sentiment and type Components from This Provider Webz Blogs View Component Webz Forums View Component Webz Reviews View Component View all Components from This Provider Coverage Details 170+ languages 2. 5 million daily Update Frequency Continuous collection Time Range Till 2008 Additional Attributes Ethically and safely collected Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Webz Partner Profile > View the %%title%% on the Datastreamer Catalog. - Published: 2023-05-26 - Modified: 2023-05-26 - URL: https://datastreamer.io/webz-partner-profile/ - Categories: Partner Profile Webz. io Webz. io is the leading provider of machine-defined web data. It transforms the vast pool of web data from across the open and dark web into structured web data feeds, ready for machines to consume. Using Webz. io’s data, enterprises, developers, and analysts can now unlock the raw potential of web data. Contact Email Webz Accounts Team Usage Terms Privacy Policy Components from This Provider Webz Blogs View Component Webz Forums View Component Webz Reviews View Component Webz Dark Web View Component Webz News View Component --- ### SMAT Partner Profile > View the %%title%% on the Datastreamer Catalog. - Published: 2023-05-19 - Modified: 2023-05-26 - URL: https://datastreamer.io/smat-partner-profile/ - Categories: Partner Profile SMAT The Social Media Analysis Toolkit (SMAT) was designed to help facilitate activists, journalists, researchers, and other social good organizations to analyze and visualize harmful online trends such as hate, mis-, and disinformation. Contact Email Contact SMAT Usage Terms Website Components from This Provider SMAT VK (Beta) View Component --- ### Opoint Partner Profile > View the %%title%% on the Datastreamer Catalog. - Published: 2023-05-19 - Modified: 2024-06-11 - URL: https://datastreamer.io/opoint-partner-profile/ - Categories: Partner Profile Opoint Empower Your Business with Global News Data. At Opoint, we transform online news into structured, machine-readable data, expanding the capabilities of your tools and systems. Access the world's most comprehensive real-time news feed and leverage historical data for AI models and advanced analytics. Contact Email Opoint Accounts Team Usage Terms Privacy Policy Components from This Provider Opoint News View Component --- ### Twingly Partner Profile > View the %%title%% on the Datastreamer Catalog. - Published: 2023-05-19 - Modified: 2023-05-19 - URL: https://datastreamer.io/twingly-partner-profile/ - Categories: Partner Profile Twingly We keep track of updates from millions of online sources like blogs, forums, news, etc. Our focus is a broad coverage that includes all significant sources in each country. Contact Email Twingly Accounts Team Usage Terms Privacy Policy Components from This Provider Twingly Blogs View Component --- ### Vital4 Partner Profile > View the %%title%% on the Datastreamer Catalog. - Published: 2023-05-19 - Modified: 2023-05-26 - URL: https://datastreamer.io/vital4-partner-profile/ - Categories: Partner Profile Vital4 VITAL4 AML/KYC gives you access to fully automated, massively scalable, and comprehensive data collection for PEP, Global Watch Lists / Sanctions, and Adverse Media. While legacy providers rely on “fuzzy” name-matching that often misses crucial data points, our state-of-the-art, AI-driven system examines 13 important criteria to deliver the most sophisticated name-matching available. Contact Email Vital4 Accounts Team Usage Terms Privacy Policy Components from This Provider Vital4 Politically Exposed Persons View Component --- ### Vital4 Politically Exposed Persons - Published: 2023-05-19 - Modified: 2024-06-09 - URL: https://datastreamer.io/vital4-pep/ - Categories: Access: Adapter, Provider: Vital4, Type: Data Source Politically Exposed Persons Provider: Vital4 Politically Exposed Persons are individuals connected to high-level roles in a government, either directly, through family members, or through close personal and business relationships. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Politically Exposed Persons are individuals connected to high-level roles in a government, either directly, through family members, or through close personal and business relationships. PEPs are considered higher risk customers because their proximity to power offers more opportunities to engage in unethical or unlawful behavior, such as nepotism, money laundering, and embezzlement. International AML/KYC regulations for financial services, banking, and other sectors often require ongoing monitoring of PEPs. While PEP status is not an automatic dealbreaker, it may be a sign you need to implement extra AML/CFT protocols and conduct specialized due diligence. With automated workflows and advanced algorithms,VITAL4PEP offers an easier, more affordable solution for reducing reputational and financial risk while supporting smarter compliance decisions. The Whole Picture Vital4 digs deeper to deliver the most comprehensive PEP data possible. We analyze media sources daily to uncover PEP associations not listed by governments or other common sources, looking at family members and close associates as well as the individual in question. Components from This Provider Vital4 Watchlists and Sanctions View Component Vital4 Politically Exposed Persons View Component View all Components from This Provider Update Frequency Continuous Data Volume Unit 1 result per DVU Request More Information Reach out to request pricing details and one of our team members will... --- ### Opoint News - Published: 2023-05-19 - Modified: 2024-06-11 - URL: https://datastreamer.io/opoint-news/ - Categories: Access: Integrated, Provider: Opoint, Type: Data Source News Search Provider: Opoint Opoint collects news from every corner of the web and turns it into clean and organized data feeds. Listing ID: Type: Integrated Category: Data Source Pricing Request Pricing Details Description Opoint collects news from every corner of the web and turns it into clean and organized data feeds. We enrich the news from more than 230,000 news sites with useful metadata and deliver it to you in a machine-readable format. If your application depends on real-time news content, this is the feed you are looking for. International Coverage Opoint has a coverage map available here: https://world. opoint. com/ Components from This Provider Opoint News View Component View all Components from This Provider Coverage Details 195 Countries 3. 3M daily articles Avg. 8 min. latency 3. 3M daily articles Update Frequency Continuous Time Range 22 years Data Volume Unit 100 results per DVU Additional Attributes Ethically and safely collected Streaming data source Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Data365 Instagram (Beta) - Published: 2023-05-19 - Modified: 2024-06-09 - URL: https://datastreamer.io/data365-instagram/ - Categories: Access: Adapter, Provider: Data365, Type: Data Source Instagram Search Provider: Data365 The Instagram search enables you to search social media publications by hashtag or location and receive a detailed list of the latest tagged posts Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Free Sample Source Available Explore this partner for free with a static dataset. For example, use "sample_data365_instagram_hashtag" in your queries. New Users Sign Up for Sandbox Existing Users View Documentation Description Instagram API data such as demographics and post engagement information can be useful for social media listening, influencer detection, and brand monitoring. Data365's Instagram Search can be a data-gathering tool for companies that develop business dashboards, conduct sentiment analysis, analyze customer experience and engagement, monitor social media KPIs, etc. Customized Source As a customized source, your query will initiate a collection job, creating a custom data source based on your requested data. Components from This Provider Data365 Instagram (Beta) View Component Data365 Twitter (Beta) View Component Data365 Facebook (Beta) View Component View all Components from This Provider Coverage Details User defined Private source Update Frequency User-defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely collected Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Data365 Twitter (Beta) - Published: 2023-05-19 - Modified: 2024-02-23 - URL: https://datastreamer.io/data365-twitter/ - Categories: Uncategorized Twitter Search Provider: Data365 Twitter by Data365 enables you to perform advanced searches using keywords for tweets, people, and more. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Free Sample Source Available Explore this partner for free with a static dataset. For example, use "sample_data365_twitter_profile" in your queries. New Users Sign Up for Sandbox Existing Users View Documentation Description Data365 provides data that can be useful in areas such as social media listening, online reputation management, sentiment analysis, influencer monitoring, competitor benchmarking, etc. Customized Source As a customized source, your query will initiate a collection job, creating a custom data source based on your requested data. Components from This Provider Data365 Instagram (Beta) View Component Data365 Twitter (Beta) View Component Data365 Facebook (Beta) View Component View all Components from This Provider Coverage Details User defined Private source Update Frequency User-defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely collected Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Data365 Facebook (Beta) - Published: 2023-05-19 - Modified: 2024-06-09 - URL: https://datastreamer.io/data365-facebook/ - Categories: Access: Adapter, Provider: Data365, Type: Data Source Facebook Search Provider: Data365 Facebook data can be used by companies that provide services like social media listening, sentiment analysis, competitor benchmarking, brand monitoring, etc. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Free Sample Source Available Explore this partner for free with a static dataset. For example, use "sample_data365_facebook_hashtag" in your queries. New Users Sign Up for Sandbox Existing Users View Documentation Description Facebook data can be used by companies that provide services like social media listening, sentiment analysis, competitor benchmarking, brand monitoring, etc. Facebook Search enables you to search for information about posts, pages, and groups using keywords or phrases. Facebook profiles are also an option. By having a database of IDs or usernames of your target profiles, you can get data in bulk about Facebook public profiles. These are the most popular data we provide: Customized Source As a customized source, your query will initiate a collection job, creating a custom data source based on your requested data. Components from This Provider Data365 Instagram (Beta) View Component Data365 Twitter (Beta) View Component Data365 Facebook (Beta) View Component View all Components from This Provider Coverage Details User defined Private source Update Frequency User-defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely collected Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy... --- ### Data365 Linkedin (Beta) - Published: 2023-05-19 - Modified: 2024-06-09 - URL: https://datastreamer.io/data365-linkedin/ - Categories: Access: Adapter, Provider: Data365, Type: Data Source Linkedin Search Provider: Data365 Get in-depth information on LinkedIn professionals, posts, companies, and their employees, jobs, and more, or apply advanced keyword searches using the LinkedIn data. Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Free Sample Source Available Explore this partner for free with a static dataset. For example, use "sample_data365_linkedin_company" in your queries. New Users Sign Up for Sandbox Existing Users View Documentation Description Turn LinkedIn API data into powerful information for your business, products, or analytics. Use LinkedIn scraping to identify opinion leaders in targeted areas, for extensive market analysis and competitor benchmarking, to search for potential customers and employees, to make effective business decisions, and for other purposes. If you have a database of IDs or usernames of target profiles, you can get a lot of data about Linkedin public profiles and posts. Customized Source As a customized source, your query will initiate a collection job, creating a custom data source based on your requested data. Components from This Provider Data365 Instagram (Beta) View Component Data365 Twitter (Beta) View Component Data365 Facebook (Beta) View Component View all Components from This Provider Coverage Details User defined Private source Update Frequency User-defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely collected Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Data365 TikTok (Beta) - Published: 2023-05-19 - Modified: 2024-06-09 - URL: https://datastreamer.io/data365-tiktok/ - Categories: Access: Adapter, Provider: Data365, Type: Data Source TikTok Search Provider: Data365 Use the TikTok scraping API to download large amounts of data about posts and TikTok users Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Free Sample Source Available Explore this partner for free with a static dataset. For example, use "sample_data365_tiktok_hashtag" in your queries. New Users Sign Up for Sandbox Existing Users View Documentation Description Track TikTok trends efficiently, analyze and compare the most popular influencers, and get other useful insights based on our TikTok API data. If you have a database of IDs or usernames of target profiles, you can get a lot of data about TikTok public profiles and posts. Customized Source As a customized source, your query will initiate a collection job, creating a custom data source based on your requested data. Components from This Provider Data365 Instagram (Beta) View Component Data365 Twitter (Beta) View Component Data365 Facebook (Beta) View Component View all Components from This Provider Coverage Details User defined Private source Update Frequency User-defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely collected Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Debrief: May - Published: 2023-05-17 - Modified: 2023-05-30 - URL: https://datastreamer.io/datastreamer-debrief-may/ - Categories: Blog In this month's debrief we discuss: Transitioning from academia to industry, tips from McKinsey on harnessing external data, and more. Datastreamer Debrief: May In this month's debrief we discuss: Transitioning from machine learning academia to industry Tips from McKinsey on harnessing external data An article that analyzes the vendor landscape for data pipeline tools How you can help guide our roadmap 📣 Shout out to Sharvari First off - we have to shed light on one of our team members. Our data scientist Sharvari Dhote was recently an event panelist for the Toronto Women's Data Group, and shared her story + tips regarding the career transition from academia to industry in machine learning. This is what one of the attendees said about her talk: "I had a great time learning from these data professionals. Top 3 tips from Sharvari: Communication skills are so important! Writing skills - she wrote a blog to demonstrate technical skills. Being engaged on LinkedIn increases visibility to recruiters and hiring managers! " - Susan Shu Chang via a LinkedIn post. We're proud to see our teammates actively involved in the data science community. 💡 Industry Insights Curated insights from industry news, reports, and expert perspectives. 1. Tips from McKinsey analysts on harnessing external data In a report titled "Harnessing The Power of External Data", McKinsey analysts explore the rising benefits and organizational challenges of leveraging external data. A key takeaway is that they suggest using existing data platforms as an alternative to procuring third-hand data through an in-house team. Quote: “A more effective strategy involves using data platforms. These relationships can give organizations ready access... --- ### WebSightLine > %%title%% - Published: 2023-05-17 - Modified: 2023-05-26 - URL: https://datastreamer.io/websightline-partner-profile/ - Categories: Partner Profile WebSightLine Streaming social media data sources. Components from This Provider WSL Instagram View Component WSL Twitter View Component --- ### 5 Best Data Pipeline Tools 2023 | Features, Reviews + More > This article compares the best data pipeline tools: 1. Datastreamer 2. Fivetran 3. Hevo 4. Segment 5. Talend - Published: 2023-05-04 - Modified: 2023-05-17 - URL: https://datastreamer.io/best-data-pipeline-tools-guide/ - Categories: Blog, Uncategorized Compare niche and general purpose data pipeline tools to discover the best-fit for your data requirements. We highlight the best tools for unstructured data, real-time streaming, ETL, ELT, internal customer data and more. Best Data Pipeline Tools 2023 | Selection Guide April 2023 | 10 min. read Table of Contents What is a data pipeline? A data pipeline is a system or process that takes raw data from a source, transforms it into a desired format, and loads it into a destination system such as a database, data warehouse, or analytics platform. This series of steps is usually automated and scheduled to execute at a consistent frequency. Why use a data pipeline tool? A data pipeline tool automates the most time-consuming steps of creating and maintaining data pipelines. Most vendors provide their solutions via managed infrastructures, so customers can avoid maintaining complex servers internally. For teams that move high volumes of data – using a data pipeline tool typically saves months of time, hundreds of thousands of dollars in engineering labor costs, and empowers data teams with advanced capabilities which otherwise requires specialized data science personnel. Data Pipeline Selection Guide Data teams tend to look for a pre-built data pipeline tool when they realize that vendor costs are a fraction of the expenses of maintaining pipelines internally. Setting up ingestion, designing architecture, transforming data, and constantly updating in-house infrastructure diverts personnel away from higher value work. Modern data pipeline tools solve this problem by providing low-code, high automation solutions that slash set-up timelines from weeks to minutes, and leave you with virtually zero maintenance efforts. Still, data pipeline tools are a large investment that affect day-to-day processes. Contractual commitments to vendors may leave... --- ### April Platform Update: Bring Your Own Data into Datastreamer > We're thrilled to announce a highly requested roadmap item that breaks ground in the data pipeline industry: The ability to plug your own unstructured data (or external data from any vendor) into our platform. Automate data transformation into a unified schema and leverage advanced AI models to extract value from unstructured data at scale. - Published: 2023-04-21 - Modified: 2023-04-24 - URL: https://datastreamer.io/april-update-bring-your-own-data/ - Categories: Blog, Product Update We're thrilled to announce a highly requested roadmap item that breaks ground in the data pipeline industry: The ability to plug your own unstructured data (or external data from any vendor) into our platform. Automate data transformation into a unified schema and leverage advanced AI models to extract value from unstructured data at scale. April Platform Update: Bring Your Own Data We're thrilled to announce a highly requested roadmap item that breaks ground in the data pipeline industry: The ability to plug your own unstructured data (or external data from any vendor) into our platform. Automate data transformation into a unified schema and leverage advanced AI models to extract value from unstructured data at scale. 3 Easy Steps to Save Months of Time Connecting your data sources to our pipeline can be done in 3 easy steps that take 10 minutes to perform. By plugging your data into our platform, you can run advanced queries on your previously unstructured data and utilize our powerful AI models for enrichment. These features would normally take months to develop in-house. For the detailed steps, view our bring your own data documentation page. If you would like to get started, book a call with our team to get set up with an API key. The Data Pipeline of the Future So, how does this impact your data goals? Integrating external data into analytics products or specialized AI models has been historically difficult. This update brings us one step closer to a data platform that completely removes the technical complexities of integrating any data source into your analytics products. Datastreamer helps you:Build data pipelines in minutes, without the hassle and upfront investment of engineering time. Unlock new data value with our advanced AI models that include sentiment analysis, PII redaction, and more. Expand your data coverage with billions of... --- ### Data365 > %%title%% - Published: 2023-04-17 - Modified: 2023-06-05 - URL: https://datastreamer.io/data365-partner-profile/ - Categories: Partner Profile Data365 Generate reliable custom data sources from Social Media Search APIs for Facebook, Instagram, Twitter, TikTok, and LinkedIn Contact Email Data365 Accounts Team Usage Terms Public Offer Agreement Components from This Provider Data365 Instagram (Beta) View Component Data365 Twitter (Beta) View Component Data365 Facebook (Beta) View Component Data365 Linkedin (Beta) View Component Data365 TikTok (Beta) View Component --- ### Do More with Twitter Data | AI Models to Provide Customers with Unique Insights Faster - Published: 2023-04-05 - Modified: 2023-04-18 - URL: https://datastreamer.io/do-more-with-twitter-data/ - Categories: Blog This article lists machine learning models that extend the analytical capabilities of your team while saving time. We also mention methods to streamline your data infrastructure to reduce operating costs. Do More with Twitter Data | How to Provide Customers with Unique Insights Faster By: Datastreamer TeamApril 2023 | 10 min. read Twitter Enterprise API Changes The recent changes to Twitter API's has enterprises scrambling to adapt. If your organization offers an analytics product that utilizes third-hand social media data, the pricing adjustments might be alarming for your bottom line. Teams that consume high volumes of PowerTrack or Search have had to step back and evaluate the value vs. cost of these endpoints. Your customers still expect decision-driving information to be delivered, fast. It's already a daunting task to get quantitative recommendations from qualitative perspectives buried under petabytes of text data. Fortunately, there are tools that save your analysts hours of work while getting competitively unique information for threat detection, consumer insights, or research intelligence. Protect Revenue by Extending Value We’ve seen an influx of inquiries from enterprises that are looking for ways to either:Reduce the costs of Twitter data ingestion & transformationIncrease the value of the analytics you provide to customers by unlocking rich insights that were previously inaccessibleWe help organizations do both, but this article focuses on the latter - we list machine learning models that extend the analytical capabilities of your team while saving time. We also mention methods to streamline your data infrastructure to reduce operating costs. Adding Power to PowerTrack & Search The PowerTrack and Search API's are powerful tools provided by Twitter. However, keyword searches and generalized tools often miss important information. Understanding factors... --- ### DarkOwl Partner Profile > View the %%title%% on the Datastreamer Catalog. - Published: 2023-04-04 - Modified: 2024-06-09 - URL: https://datastreamer.io/darkowl-partner-profile/ - Categories: Partner Profile DarkOwl DarkOwl is the industry’s leading provider of darknet data. We offer the world’s largest commercially available database of information collected from the darknet through a collection of robust API endpoints and a user-friendly UI. Contact Email DarkOwl Accounts Team Usage Terms Privacy Policy Components from This Provider DarkOwl Search View Component --- ### Datastreamer Partner Profile > View the %%title%% on the Datastreamer Catalog. - Published: 2023-04-04 - Modified: 2023-05-26 - URL: https://datastreamer.io/datastreamer-partner-profile/ - Categories: Partner Profile Datastreamer Datastreamer's data science and research teams have released a number of capabilities Components from This Provider Category Classifier View Component Sentiment Classifier View Component Location Inference Classifier View Component Content Similarity Clustering View Component --- ### Partner Profile (Post Template) > View more details about our partner: %%title%% and the components they provide on the Datastreamer catalog! - Published: 2023-04-04 - Modified: 2023-04-11 - URL: https://datastreamer.io/partner-profile-post-template/ - Categories: Partner Profile Short Partner description here. Lorem Ipsum has been the industry's standard dummy text ever since the 1500s, when an unknown printer took a galley of type and scrambled it to make a type specimen book. Provider Privacy Policy Read Here Provider Support Link Support Page Provider Contact Email info@datastreamer. io Components from This Provider Category Classifier Provider: Datastreamer | Type: Integrated View Component Sentiment Classifier Provider: Datastreamer | Type: Integrated View Component Location Inference Classifier Provider: Datastreamer | Type: Integrated View Component Content Similarity Clustering Operation Provider: Datastreamer | Type: Integrated View Component Component Individual Listing (Template – Empty) Provider: Datastreamer | Type: Integrated View Component --- ### Category Classifier > View more details about: %%title%%, on the Datastreamer catalog! - Published: 2023-04-04 - Modified: 2024-06-09 - URL: https://datastreamer.io/component-category-classifier/ - Categories: Access: Integrated, Provider: Datastreamer, Type: Operation Category Classifier Provider: Datastreamer This classifier is a specialized multiclass text classifier that categorizes media posts based on the IPTC 17 Media Topic NewsCodes for the Media extracted from the given text. Listing ID: Type: Integrated Category: Enrichment ML Model Pricing Request Pricing Details Description This classifier is a specialized multiclass text classifier that categorizes media posts based on the IPTC 17 Media Topic NewsCodes for the Media extracted from the given text. “other” label will be displayed when it has multiple topics or not enough information. The output would be following 12 labels which includes ITPC combined NewsCodes topics :entertainment -> arts, culture and entertainmentconflicts -> conflicts, war and peacecrime -> crime, law and justicedisaster -> disaster, accident and emergency incidentbusiness -> economy, business and financehealth -> healthlifestyle -> lifestyle and leisurepolitics -> politics, religion and labortechnology -> science and technology, environmentsociety -> society and educationSport -> sportother -> multiple topics, short text or not enough information The category classifier is designed to filter blogs and news articles based on 12 different topics. For example, marketing and security companies can use a category classifier in combination with hard news classifiers to identify and track recent news about organizations or people. Media companies can aggregate technology news based on categories and published dates. The Category classifier can add one metadata section as an enrichment with the following labels. The result is one of the labels along with the predicted confidence value:"enrichment": { "category": {"label": "health","confidence": 0. 95},} Category Classifier Use... --- ### Sentiment Classifier > View more details about: %%title%%, on the Datastreamer catalog! - Published: 2023-04-04 - Modified: 2023-05-26 - URL: https://datastreamer.io/component-sentiment-classifier/ - Categories: Access: Integrated, Provider: Datastreamer, Type: Operation Sentiment Classifier Provider: Datastreamer This classifier displays the sentiment extracted from the given text. Listing ID: Type: Integrated Category: Enrichment ML Model Pricing Request Pricing Details Description This classifier displays the sentiment extracted from the given text. The output would be one of these labels:NeutralPositiveNegativeThe Sentiment classifier is designed to identify and categorize the opinions expressed in a given text, especially for long text. Indeed, the classifier can act as a search filter. For instance, it provides the users the possibility to filter their search and focus on negative or positive content for further analysis. More use cases of the model would be available when used along with other classifiers. For instance, it could be used to detect the sentiment of the future action (when used in conjunction with the intent classifier), or could also be used to detect sentiment relating to organizations or people (when used in conjunction with the named entity recognition). The Sentiment classifier can add one metadata section as an enrichment. The result is a ternary label (neutral, positive, negative) along with the predicted confidence level:"enrichment":{"sentiment": {"label": "True","confidence": 0. 95},} More Components from This Provider Category Classifier View Component Sentiment Classifier View Component Location Inference Classifier View Component Content Similarity Clustering View Component View all Components from This Provider Coverage Details English Only Operation Method Post-Processing Instant Operation Qualities Instant Post-Process Optimized for long-form content Request More Information Reach out to request pricing details and one of our team members will get back to you shortly.... --- ### Location Inference Classifier > View more details about: %%title%%, on the Datastreamer catalog! - Published: 2023-04-04 - Modified: 2023-05-26 - URL: https://datastreamer.io/component-location-inference-classifier/ - Categories: Access: Integrated, Provider: Datastreamer, Type: Operation Location Inference Classifier Provider: Datastreamer The Location Inference classifier displays the city, region and country of origin of a media post. It can be used in conjunction with other classifiers and search terms to find location-specific content. Listing ID: Type: Integrated Category: Enrichment ML Model Pricing Request Pricing Details Description The Location Inference classifier displays the city, region and country of origin of a media post. It can be used in conjunction with other classifiers and search terms to find location-specific content. This classifier is a specialized multiclass text classifier trained using the different media post metadata. This model is trained on a total of 74 US and non-US city labels. It shows the inferred city location of the top 44 cities in the United States and top 30 non-US cities. Also the region provides 37 states from the United states. This can locate posts from 26 countries. The following cities, regions , countries are available: CountryISO CodeUScitiesUS StatesISO CodeNon-UScitiesUSAnchorageAKAmsterdamNLAtlantaGABarcelonaESAustinTXBerlinDEBaltimoreMDBrusselsBEBostonMABudapestHUCharlestonSCCopenhagenEGCharlotteNCDelhiZACheyenneWYDohaDKChicagoILDubaiINColumbusOHDublinQADallasTXJohannesburgAEDenverCOLimaIEDes MoinesIALondonZADetroitMIMadridPEEl PasoTXManilaUKFargoNDMelbourneESFort WorthTXMexico CityPHHoustonTXMontrealAUHuntsvilleALMumbaiMXIndianapolisINNaplesCAJacksonvilleFLParisINKansas CityMOPragueITLas VegasNVRiyadhFRLos AngelesCASingaporeCZLouisvilleKYSydneySAMemphisTNTokyoSGMilwaukeeWITorontoAUMinneapolisMNZurichJPNew OrleansLAAmsterdamCANew YorkNYBarcelonaCHNewark Oklahoma City Philadelphia Phoenix Portland Sacramento Salt Lake City San Francisco San Diego Seattle Santa Fe Virginia Beach Washington Wichita Location Inference Classifier Use Cases Sentiment by Location In conjunction with aggregations and sentiment, high-level assessments of sentiment towards a brand in a specific city or country could be delivered to a product's dashboard. Supplementing Keywords in Searches Location Inference can give a more city-level or country level view of content than relying on keywords or language. View More Examples Removing... --- ### Content Similarity Clustering > View more details about: %%title%%, on the Datastreamer catalog! - Published: 2023-04-04 - Modified: 2024-06-09 - URL: https://datastreamer.io/component-content-similarity-clustering/ - Categories: Access: Integrated, Provider: Datastreamer, Type: Operation Content Similarity Clustering Provider: Datastreamer Cluster (group) similar content together from a query. Listing ID: Type: Integrated Category: Enrichment ML Model Pricing Request Pricing Details Description Content Similarity Clustering model groups together multiple pieces of content in query results that are similar to each other. This aids in readability and organization of query results. In a query for news articles, for example, multiple articles may describe the same news event with the same names, places and details, but originating from different news sources. Some may be duplicates or near duplicates. By assigning cluster ids to individual documents, documents with similar content share the same cluster ids, making similar content associations clear. This Operation allows a user to specify the destination field, source fields, and any separator. More Components from This Provider Category Classifier View Component Sentiment Classifier View Component Location Inference Classifier View Component Content Similarity Clustering View Component View all Components from This Provider Coverage Details Optimized for News content English Only Operation Method Post-Processing Operation Qualities Instant Post-Process Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### The Challenges (and Solutions) of Building Generative AI Models - Published: 2023-03-16 - Modified: 2023-03-30 - URL: https://datastreamer.io/generative-ai-model-challenges/ - Categories: Blog - Tags: Generative AI Generative AI models promise exciting outcomes - but developers need to overcome the challenges of feeding those models with high quality data. The Challenges (and Solutions) of Building Generative AI Models Ted NaseriData Scientist, DatastreamerMarch 2023 | 10 min. read What Is Generative AI? Unlike typical machine learning models, which only analyze or study existing data, Generative AI can create new content that closely resembles the original inputs or prompts. The applications of Generative AI are diverse and include live chat, text, images, audio, videos, music composition, and more. Generative AI models promise exciting outcomes, but to reach this end, there are unique challenges that need to be addressed. The Unique Complexities of Generative AI The nature of generative AI comes with different complexities on the modeling side. Some of the modeling challenges that companies may face include: building advanced machine learning and neural network models, simultaneous use of supervised and non-supervised techniques, developing similarity clustering and recommender engines, the contribution of experts in reinforcement learning, defining the best strategy to evaluate Generative AI models performance, and real-time data augmentation to prepare required data. On top of that, the quality of any machine-learning model directly depends on the quality of accessible data. This is even more critical in the case of Generative AI models. Unlike traditional machine learning models trained for specific goals, Generative AI covers a wider range of context to accurately generate novel content without compromising privacy or confidentiality. In fact, these models depend on massive historical data and/or real-time data which is current, online, and constantly updated. This dependency introduces different challenges which are discussed below. To Buy or... --- ### Case Study - iThreat - Published: 2023-02-02 - Modified: 2023-03-30 - URL: https://datastreamer.io/elementor-25405/ - Categories: Uncategorized For over 20 years, iThreat has been at the forefront of threat signal monitoring for client organizations and their assets. Their solutions detect, investigate, find and mitigate threats to their customers. iThreat takes Internet Monitoring Services to the next level with the Datastreamer platform Industry: Threat Intelligence & Risk Detection About iThreat For over 20 years, iThreat has been at the forefront of threat signal monitoring for client organizations and their assets. Their solutions detect, investigate, find and mitigate threats to their customers. The Need iThreat wanted to improve the speed, coverage, and accuracy of its reports for clients. Detecting threats accurately and quickly are vital to assist analysts in the reporting process. To accomplish their goals, iThreat needed a technology partner to feed the massive real-world data needs of their SignalAlert offering, driven by their FusionCenter platform. The Solution with Datastreamer The Datastreamer platform was implemented, providing iThreat with the core data for their SignalAlert service. This brought billions of pieces of data together to create a pipeline for iThreat analysts. iThreat also integrated the Datastreamer API into the FusionCenter platform, allowing iThreat analysts to set up a process for quickly gathering, sorting, investigating and reporting key security threat signals. The Results Using the Datastreamer platform as their data source, iThreat was able to greatly expand the reach and visibility of their detection program. Analysts are now able to filter and aggregate large data sets improving the accuracy and speed of risk identification, and their ability to investigate the threat actors behind the threats. Faster Speed to Market Experience the difference that Datastreamer can make. Talk to a member of our team today. Get Started --- ### Purchasing vs. Building Your Unstructured Data Pipeline | Datastreamer > Why purchasing a turnkey unstructured data pipeline like Datastreamer, is better than building one. - Published: 2022-09-08 - Modified: 2023-03-30 - URL: https://datastreamer.io/purchasing-building-unstructured-data-pipeline/ - Categories: Blog - Tags: data, data pipeline, datastreamer, unstructured data Why purchasing a turnkey unstructured data pipeline like Datastreamer, is better than building one. Should you purchase a data pipeline or build one in-house? (Self Assessment Questions) Companies are relying more than ever on unstructured data to define the strategic direction of their business, influence new products and services, and make real-time adjustments to customer applications. In other words, unstructured data and the pipeline that delivers it are important. So important that for many companies their first instinct is to build their own data pipeline solution. But building your own data pipeline solution vs. integrating a turnkey data pipeline like Datastreamer, isn’t always the best decision. Here are a few key questions to consider when debating which path makes the most sense for your company. 1. Do you have the resources in house to build your own data pipeline? Most companies have an in-house team with the capability to build their own unstructured data pipeline. The real question is whether that team has the time. Will building your data pipeline be the only project your data team is focused on, or will it be one of many? And remember, besides the coding stage, they’ll also have testing, documentation, optimization and set up to do. In contrast, the Datastreamer platform is a turnkey data pipeline solution that can be integrated with your company’s systems 5X faster, freeing up valuable time for your data team to focus on the analytics so necessary to drive insightful business decisions. Datastreamer is a simpler, less infrastructure-intensive solution. This efficiency translates into cost-effectiveness. By implementing the Datastreamer platform as their... --- ### Datastreamer's New Intent Classifier - Published: 2022-08-09 - Modified: 2023-03-31 - URL: https://datastreamer.io/new-intent-classifier/ - Categories: Blog Datastreamer uses a secure API to streamline your data intake and enhance your data integrity, but with the new 6.5 release, it does so much more. From a variety of new data partners to funnel information straight into your pipeline to a new redaction classifier, PrivateAI, the latest version of the Datastreamer platform enhances every aspect of your data. But the latest and greatest addition to the platform is our newly released General Intent Classifier, a smarter way to gather data insights. Predict the Future with Datastreamer's New Intent Classifier Datastreamer uses a secure API to streamline your data intake and enhance your data integrity, but with the new 6. 5 platform release, it does so much more. From a variety of new data partners to funnel information straight into your pipeline to a new redaction classifier, Private AI, the latest version of the Datastreamer platform enhances every aspect of your data. But the latest and greatest addition to the platform is our newly released General Intent Classifier, a smarter way to gather data insights. What is the General Intent Classifier? Simply put, intent classifiers identify a person’s intention to perform a certain action. For example, a company may use the General Intent Classifier to find out if people are planning to purchase their product in the near future. Alternatively, it can identify the opposite - that someone plans to avoid something. So what does that mean for business? Through the massive quantities of data that Datastreamer provides, over 56,000 new pieces of data per second, companies can quickly and easily sort through the information and build a database of specific public intentions regarding their industry or product. How does an Intent Classifier work? Classifiers add value to individual pieces of information, making it possible to search and filter through mass amounts of data. Our Intent Classifier uses a neural network to perform transfer learning - a type of machine learning that gathers information from one source, and applies that information to... --- ### Enhance your Business with Datastreamer - Published: 2022-07-21 - Modified: 2023-03-30 - URL: https://datastreamer.io/enhance-your-business/ - Categories: Blog No matter the industry, Datastreamer fuels your data pipeline. With the exciting 6.5 platform release, you can unlock endless amounts of data in minutes, instead of spending months collecting the information you need. Our new data partners provide a huge variety of unstructured data, funneled through our dynamic APIs to make sense of the vast quantities of information. Enhance Your Business with Datastreamer No matter the industry, Datastreamer fuels your data pipeline. With the exciting 6. 5 platform release you can unlock endless amounts of data in minutes, instead of spending months collecting the information you need. Our new data partners provide a huge variety of unstructured data, funneled through our dynamic APIs to make sense of the vast quantities of information. So not only does Datastreamer source the information and data you need - we organize it, too. Access external data sources effortlessly with our pre-integrated components Millions of data points per second are at your fingertips. Our data partners connect you to databases, archives, news, records, and more, covering countless subjects to feed your needs. TwinglyTwingly gathers social data on a global scale. Covering blogging platforms, social networks, forums, and the darkweb, they compile unstructured data from active sources for a complete scope of international online environments. OpointWith almost 200k global news sites under their lens, Opoint transforms online newsfeeds into structured data, ready for you to use with no extra steps. And what’s more, their system enriches information with metadata right from the start. Vital4Vital4 provides massive quantities of comprehensive data to screen employees and business relations through Global Watch Lists, Adverse Media, and more to ensure your due diligence to protect your business from corruption, thievery, and bribery. Private AIAs a Classifier partner, Private AI rapidly detects, redacts, and modifies personal data to safeguard your identity, and your clients. This allows you to share... --- ### Press Release: Datastreamer Unveils New Innovations with the 6.5 Release of its Global Data Pipeline Platform  - Published: 2022-07-14 - Modified: 2023-03-30 - URL: https://datastreamer.io/news-6-5-release/ - Categories: News Significant advances in Datastreamer’s data pipeline platform enables companies to access billions of pieces of unstructured data and add new data partners in a matter of minutes. Datastreamer Unveils New Innovations with the 6. 5 Release of its Global Data Pipeline Platform Significant advances in Datastreamer’s data pipeline platform enables companies to access billions of pieces of unstructured data and add new data partners in a matter of minutes. July 14, 2022 - Datastreamer, a leading data pipeline platform solution provider, today unveiled the evolution of the Datastreamer Platform with its 6. 5 version release. New capabilities announced include enhanced compatibility to ingest a company’s existing or integrated data partners and an expanded offering of world-class data partners and data classifiers that can run on a query-by-query basis. This revolutionary platform release allows companies to access a streamlined data platform solution tailored to their existing internal data sources, needs and infrastructure. "It’s very simple for companies to use one data source or one ML model to fuel their product. However, when they want to add additional data sources, the complexity increases, resulting in duct tape solutions, a greater need for product engineering resources and higher infrastructure costs,” said David Strucke, CEO of Datastreamer. “Today’s announcement is a significant step forward in advancing Datastreamer’s turnkey data pipeline solution. When a company needs to add more internal or external unstructured data or launch a model, this becomes an effort that takes just a few minutes vs a few months. The entire pipeline from data source to product is done and ready-to-implement. "Datastreamer’s announcement included the expansion of its world-class data partner and classifiers network:Twingly - Social data including blogs,... --- ### Datastreamer 6.5 is Revolutionizing Data Integration - Published: 2022-07-14 - Modified: 2023-03-31 - URL: https://datastreamer.io/datastreamer-6-5-is-revolutionizingdata-integration/ - Categories: Blog In the supercharged Digital Age, the health of your data is essential. Think of it this way: you could have millions of pieces of data to support your business, but if you can’t access it easily or ensure its accuracy, it’s functionally useless, time-consuming, and expensive to work with. Datastreamer 6. 5 is Revolutionizing Data Integration Versatility is key, and with the exciting launch of Datastreamer’s innovative 6. 5 release, our dynamic API has tripled its functionality to bring complete turnkey data solutions to your business! The original Datastreamer platform allowed you to stream incredible volumes of data, but with 6. 5, we’re rolling out two new processes to allow Datastreamer to ingest and manage a variety of data sourcing methods and APIs to meet your pipeline needs better than ever. By allowing you to access data in ways tailored to your individual needs, Datastreamer 6. 5 will maximize your potential, and give you the data you need in minutes, not months. Innovative Datastreamer sourcing Datastreamer’s original API offers full access to billions of pieces of data from millions of sources, integrated to your system to allow custom filtering and aggregating to suit your current needs. Full functionality of our system with access to our data partners is essential for monitoring and analysis and gets you the data you need in a fraction of the time. Need more sources? On top of our original function and data partners, we have implemented a new range of databases and archives with a turnkey system fully managed by Datastreamer. By partnering with data providers with the highest quality APIs, your data sourcing process is streamlined for full optimization, with access to blogs, forums, databases, archives, records, news, and more, with millions of data points per second. Our new data partners include:TwinglyOpointVital4 Have... --- ### Datastreamer migrates data pipeline from on-prem to Google Cloud and reduces costs with SADA - Published: 2022-07-13 - Modified: 2023-03-31 - URL: https://datastreamer.io/news-migrate-data-pipeline-to-cloud/ - Categories: News Just as the oil industry utilizes pipelines to transport large quantities of raw materials to refineries for processing, Datastreamer provides companies who are building data-intensive apps with a turnkey data pipeline to connect and analyze disparate sources of streaming raw data. Datastreamer migrates data pipeline from on-prem to Google Cloud and reduces costs with SADA Just as the oil industry utilizes pipelines to transport large quantities of raw materials to refineries for processing, Datastreamer provides companies who are building data-intensive apps with a turnkey data pipeline to connect and analyze disparate sources of streaming raw data. In December 2020, Datastreamer’s founders recognized an unmet need to get actionable insights from unbounded data in an organized, timely approach. The company set out to replace expensive and complex do-it-yourself pipelines and make it easy for companies to enrich and integrate unstructured streaming data into their intelligent products–with a single API. “Our primary focus is unbounded data streams that essentially don’t have any limits,” said Tyler Logtenberg, Vice President of Operations at Datastreamer. “For example, there is no point at which you can say you have all the news. It just keeps coming. To serve customers needing this type of information, we digest 3 to 4 million news articles a day from all around the world and run a gamut of different machine learning models on them. ” Other examples of unbounded data streams include financial trading data, web traffic, weather updates, and dark web data. Organizations spanning a wide variety of industries including marketing, know your customer/anti-money laundering (KYC/AML), research, cyber intelligence, finance, and healthcare partner with Datastreamer to leverage its infinite-data capabilities, scalability, security, and adaptability. “With this unique platform, customers decrease their time to market and reduce data integration costs without... --- ### Why is Maintaining Data Integrity so Important? - Published: 2022-06-27 - Modified: 2023-03-31 - URL: https://datastreamer.io/maintaining-data-integrity/ - Categories: Blog In the supercharged Digital Age, the health of your data is essential. Think of it this way: you could have millions of pieces of data to support your business, but if you can’t access it easily or ensure its accuracy, it’s functionally useless, time-consuming, and expensive to work with. Why is Maintaining Data Integrity so Important? In the supercharged Digital Age, the health of your data is essential. Think of it this way: you could have millions of pieces of data to support your business, but if you can’t access it easily or ensure its accuracy, it’s functionally useless, time-consuming, and expensive to work with. What is Data Integrity? There are several factors that make up the integrity of your data. The primary ones are:• Accuracy• Accessibility• Organization• Security• LongevityWith these in mind, we can build a better idea of what it means to have sound data integrity. At its core, data integrity is the overall consistency, reliability, and accuracy of your data, alongside your digital security. This is regulated by a series of systems and procedures that make sure that your data is safe from outside threats, streamlined, and permanent. Threats to your Data Integrity There is a wide variety of issues that can threaten your data, beginning with the most obvious: cyber threats. With the rising degree of malware, spyware, viruses, and hacking across all personal and professional levels, there’s no guarantee of the safety of your data without iron-clad protection. Through these avenues, your data can be stolen, corrupted, or edited without your permission or knowledge. The other general threat to your data integrity is simple errors. From human mistakes to server failures or corruption, there’s no end to the accidents that can cause the loss of essential information. This means that you could be missing... --- --- ## Listing Items/Components ### Catalog Item Preview Tile - Published: 2024-02-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/?jet-engine=catalog-item-preview-tile --- --- ## Catalog group ### Location-Based Data Collection - Published: 2025-06-13 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/location-based-data-collection/ --- ### Video Collection and Processing - Published: 2025-06-13 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/processing-audio-video/ --- ### Joining eCommerce - Published: 2025-01-06 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog-group/handling-ecommerce/ --- ### Using Gemini AI - Published: 2025-01-06 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog-group/gemini-ai/ --- ### Enterprise Stack Integrations - Published: 2025-01-06 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/enterprise-integration/ --- ### Quick KYC and Underwriting Kit - Published: 2025-01-03 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/kyc-implementation/ --- ### Detecting Sentiment and Entities - Published: 2025-01-03 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/detecting-sentiment/ --- ### Leveraging Dark Web - Published: 2025-01-03 - Modified: 2025-01-24 - URL: https://datastreamer.io/catalog-group/dark-web/ --- ### Social Listening Basics - Published: 2025-01-03 - Modified: 2025-01-24 - URL: https://datastreamer.io/catalog-group/social-listening-basics/ --- ### OSINT Starter Kit - Published: 2025-01-03 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/threat-intelligence-basics/ --- ### Exploring Reviews Kit - Published: 2025-01-03 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/exploring-reviews/ --- ### Integrating eCommerce Kit - Published: 2025-01-03 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/detecting-entities/ --- ### Location Enrichments - Published: 2024-12-05 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/location-inference/ Location based inference --- ### Quick Social Media Integrations - Published: 2024-12-05 - Modified: 2025-06-13 - URL: https://datastreamer.io/catalog-group/integrating-social-media/ --- ### Using unique data - Published: 2024-12-05 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog-group/tik-tok/ Some description here --- --- ## How-to ### How to query multiple social media sources at once? - Published: 2025-01-17 - Modified: 2025-01-17 - URL: https://datastreamer.io/how-to/how-to-query-multiple-social-media-sources-at-once/ - Use case: Data Integration, Social Listening, Trend Forecasting - How-to category: Datastreamer Community - How-to tag: Data Integration, Social Listening, Trend Forecasting Managing queries across multiple social media sources is no easy task. From juggling different APIs and pricing models to handling performance inconsistencies, the process can be both time-consuming and costly - especially as self-scraping becomes increasingly costly and challenging, particularly in the era of large language models (LLMs). Datastreamer helps you simplify this process. Our Jobs API works with various data providers and enables you to run queries on profiles or keywords with precision. It offers advanced filtering options and centralized control, while giving you the ability to adjust query frequency, track errors, and monitor performance efficiently. With Datastreamer, multi-platform data collection and querying becomes streamlined and hassle-free. --- ### How to detect return intent in online reviews? - Published: 2025-01-17 - Modified: 2025-01-17 - URL: https://datastreamer.io/how-to/how-to-detect-return-intent-in-online-reviews/ - Use case: Social Listening, Trend Forecasting - How-to category: Datastreamer Community - How-to tag: Social Listening, Trend Forecasting Determining whether customers intend to return to a product or a service based on their reviews requires sentiment and intent analysis. With Datastreamer, you can create a powerful pipeline to fetch content from multiple review data sources simultaneously. Utilizing the Unify Schema component standardizes all incoming data and allows you to add content analysis operations to your pipeline. There are multiple operations which can be used individually or in combination to analyse intent. Finally, the AI Sentiment Classifier and Intent Classifier can be used together to identify positive and negative intent within review text. --- --- ## Partner Profile ### Bluesky - Published: 2024-12-17 - Modified: 2024-12-17 - URL: https://datastreamer.io/partner/bluesky/ --- ### Open Measures - Published: 2024-12-11 - Modified: 2024-12-11 - URL: https://datastreamer.io/partner/open-measures/ --- ### Bright Data - Published: 2024-10-21 - Modified: 2024-10-21 - URL: https://datastreamer.io/partner/bright-data/ --- ### Private AI - Published: 2024-08-16 - Modified: 2024-08-16 - URL: https://datastreamer.io/partner/private-ai/ --- ### Vetric - Published: 2024-08-07 - Modified: 2024-09-10 - URL: https://datastreamer.io/partner/vetric/ --- ### Tisane Labs - Published: 2024-07-03 - Modified: 2024-07-09 - URL: https://datastreamer.io/partner/tisane-labs/ --- ### alphaMountain - Published: 2024-07-03 - Modified: 2024-07-10 - URL: https://datastreamer.io/partner/alphamountain/ --- ### Datastreamer - Published: 2024-06-04 - Modified: 2024-06-04 - URL: https://datastreamer.io/partner/datastreamer/ --- ### WebSightLine - Published: 2024-06-04 - Modified: 2024-06-11 - URL: https://datastreamer.io/partner/websightline/ --- ### Vital4 - Published: 2024-06-04 - Modified: 2024-07-10 - URL: https://datastreamer.io/partner/vital4/ --- ### Twingly - Published: 2024-06-04 - Modified: 2024-06-04 - URL: https://datastreamer.io/partner/twingly/ --- ### Webz - Published: 2024-06-04 - Modified: 2024-06-11 - URL: https://datastreamer.io/partner/webz-io/ --- ### Opoint - Published: 2024-06-04 - Modified: 2024-07-29 - URL: https://datastreamer.io/partner/opoint/ --- ### Socialgist - Published: 2024-06-04 - Modified: 2024-07-10 - URL: https://datastreamer.io/partner/socialgist/ --- ### Data365 - Published: 2024-06-03 - Modified: 2024-06-03 - URL: https://datastreamer.io/partner/data365/ --- ### DarkOwl - Published: 2024-06-03 - Modified: 2024-06-03 - URL: https://datastreamer.io/partner/darkowl/ --- ### CleanDNS - Published: 2024-06-02 - Modified: 2024-07-10 - URL: https://datastreamer.io/partner/cleandns/ --- --- ## Catalog Item ### Apify's Facebook Post Scraper > Use the Apify Facebook Post Scraper to get post data into your data pipelines. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apifys-facebook-post-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify's Facebook Comment Scraper > Use the Apify Facebook Comment Scraper to load comment results into your data pipelines. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apifys-facebook-comment-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify's Facebook Groups Scraper > Load posts from the Apify Facebook Groups Scraper into your data pipelines. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apifys-facebook-groups-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify Community Actors > 4,500+ Apify community actors for web scraping, ready to connect to your data pipelines. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-community-actors/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify Amazon Scraper > Load products, search results, and categories into your pipelines using Apify's Amazon scraper. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-amazon-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify AI Website Crawler > Apify’s Website Content Crawler that allows you to extract content from websites, and load into your data pipelines running on Datastreamer. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-ai-website-crawler/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify YouTube Scraper > Get data into your pipelines via Apify's YouTube Scraper. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-youtube-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify Google Maps Scraper > Get Google Maps data into your pipelines with Apify's Google Maps Scraper - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-google-maps-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify Google Search Scraper > Get comprehensive Google Search results int your pipelines via Apify’s Google Search Scraper. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-google-search-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify TikTok Hashtag Scraper > Gather post data with Apify's TikTok Hashtag Scraper, and automatically ingest into your pipelines. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-tiktok-hashtag-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify TikTok Comments Scraper > Feed your pipelines with comments from videos by calling Apify's TikTok Comments Scraper - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-tiktok-comments-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify TikTok Profile Scraper > Get profile details via Apify's TikTok Profile Scraper, running in your pipelines. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-tiktok-profile-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify Instagram Post Scraper > Gather post data with Apify's Instagram Post Scraper in your data pipelines. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-instagram-post-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ###  Apify Instagram Comments Scraper > Retrieve comments from posts by calling Apify's Instagram Comments Scraper. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-instagram-comments-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Apify Instagram Profile Scraper > Get profile details via Apify's Instagram Profiles Scraper. All you need to set up is usernames or URLs you want to extract data from. - Published: 2025-06-02 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/apify-instagram-profiles-scraper/ - Relation DS/Egress (integrate): all - Provider: Apify - Component categories: Data Source --- ### Social Voice On-Screen Logo Detection Model - Published: 2025-05-15 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-on-screen-logo-detection-model/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Social Voice On-Screen Text Detection Model - Published: 2025-05-15 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-on-screen-text-detection-model/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Social Voice Direction Focus Classifier - Published: 2025-05-15 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-direction-focus-classifier/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Social Voice Tonality Classifier - Published: 2025-05-15 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-tonality-classifier/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Social Voice Political Leaning Model - Published: 2025-05-15 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-political-leaning-model/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Social Voice Brand Safety Model (GARM) - Published: 2025-05-15 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-brand-safety-model-garm/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Social Voice IAB Category Classifier - Published: 2025-05-15 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-iab-category-classifier/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Social Voice Toxicity Classifier - Published: 2025-05-15 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-toxicity-classifier/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Social Voice Transcription - Published: 2025-05-15 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-transcription-model/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Social Voice Personality Model - Published: 2025-05-13 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/social-voice-personality-model/ - Relation Operation/DS (apply/enrich): all - Provider: socialvoice - Component categories: Operation --- ### Tisane Topic Extraction - Published: 2025-04-24 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/tisane-topic-extraction/ - Relation Operation/DS (apply/enrich): all - Provider: Tisane - Component categories: Operation --- ### Tisane Entity Extraction - Published: 2025-04-24 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/tisane-entity-extraction/ - Relation Operation/DS (apply/enrich): all - Provider: Tisane - Component categories: Operation --- ### Tisane Sentiment Analysis - Published: 2025-04-24 - Modified: 2025-06-02 - URL: https://datastreamer.io/catalog/tisane-sentiment-analysis/ - Relation Operation/DS (apply/enrich): all - Provider: Tisane - Component categories: Operation --- ### Firehose - Published: 2025-04-21 - Modified: 2025-04-21 - URL: https://datastreamer.io/catalog/firehose/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all, byod - Component categories: Egress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Cloud Run Functions - Published: 2025-04-21 - Modified: 2025-04-22 - URL: https://datastreamer.io/catalog/custom-python-functions/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation --- ### DarkOwl Ransomware API - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/darkowl-ransomware-api/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: DarkOwl - Component categories: Data Source --- ### DarkOwl Score API - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/darkowl-score-api/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: DarkOwl - Component categories: Data Source --- ### DarkOwl DarkSonar API - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/darkowl-darksonar-api/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: DarkOwl - Component categories: Data Source --- ### DarkOwl Entity API - Published: 2025-01-22 - Modified: 2025-03-17 - URL: https://datastreamer.io/catalog/darkowl-entity-api/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: DarkOwl - Component categories: Data Source --- ### The Social Proxy Social Media Datasets - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/the-social-proxy-social-media-datasets/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: The Social Proxy - Component categories: Data Source --- ### The Social Proxy Financial Market Datasets - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/the-social-proxy-financial-market-datasets/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: The Social Proxy - Component categories: Data Source --- ### The Social Proxy Sports Datasets - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/the-social-proxy-sports-datasets/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: The Social Proxy - Component categories: Data Source --- ### The Social Proxy Maps Datasets - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/the-social-proxy-maps-datasets/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: The Social Proxy - Component categories: Data Source --- ### The Social Proxy SERP Datasets - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/the-social-proxy-serp-datasets/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: The Social Proxy - Component categories: Data Source --- ### Google Analytics Hub - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/google-analytics-hub/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Google Cloud - Component categories: Data Source --- ### Bright Data Web Scraping - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-web-scraping/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Zoominfo - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-zoominfo/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Yelp - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-yelp/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Vimeo - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-vimeo/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Zillow - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-zillow/ - Relation DS/Egress (integrate): data-provider - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Booking.com - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-booking-com/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Bright Data - Component categories: Data Source --- ### Bright Data AirBnB - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-airbnb/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Apple App Store - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-apple-app-store/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Wikipedia - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-wikipedia/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Google Play - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-google-play/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, organization-reviews, product-reviews - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Google Search - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-google-search/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: Bright Data - Component categories: Data Source --- ### Bright Data Facebook - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-facebook/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Bright Data - Component categories: Data Source --- ### Bright Data X(Twitter) - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/bright-data-xtwitter/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Bright Data - Component categories: Data Source --- ### ScrapingBee Web Scraping - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/scrapingbee-web-scraping/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: ScrapingBee - Component categories: Data Source --- ### AnyBigData Web Scraping - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/anybigdata-web-scraping/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: AnyBigData - Component categories: Data Source --- ### Zyte Web Scraping - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/zyte-web-scraping/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Zyte - Component categories: Data Source --- ### Socialgist Tumblr - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/socialgist-tumblr/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Socialgist - Component categories: Data Source --- ### Vetric Social Media Advertisements - Published: 2025-01-22 - Modified: 2025-04-24 - URL: https://datastreamer.io/catalog/vetric-social-ad-details/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Vetric - Component categories: Data Source --- ### Vetric eCommerce Product Listings - Published: 2025-01-22 - Modified: 2025-04-24 - URL: https://datastreamer.io/catalog/vetric-ecommerce-products/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Vetric - Component categories: Data Source --- ### Twingly News - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/twingly-news/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): news - Provider: Twingly - Component categories: Data Source --- ### Webz Web Archives - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/webz-web-archives/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Webz.io - Component categories: Data Source --- ### Webz News Lite - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/webz-news-lite/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: Webz.io - Component categories: Data Source --- ### Webz Data Breaches - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/webz-data-breaches/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Webz.io - Component categories: Data Source --- ### Open Measures VK - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-vk/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Wimkin - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-wimkin/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Truth Social - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-truth-social/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures TikTok - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-tiktok/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Telegram - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-telegram/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Scored (Win Communities) - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-scored-win-communities/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures RuTube - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-rutube/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Rumble - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-rumble/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Poal - Published: 2025-01-22 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-poal/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Parler - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-parler/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Odnoklassniki - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-odnoklassniki/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Minds - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-minds/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures MeWe - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-mewe/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures LBRY/Odysee - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-lbry-odysee/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Gettr - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-gettr/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Gab - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-gab/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Fediverse - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-fediverse/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures Bluesky - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-bluesky/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures BitChute - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-bitchute/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures 8kun - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-8kun/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Open Measures 4chan - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/open-measures-4chan/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Open Measures - Component categories: Data Source --- ### Datastreamer Keyword-based Search - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-keyword-based-search/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation --- ### Datastreamer Product Brand Detection - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-product-brand-detection/ - Relation Operation/DS (apply/enrich): Mediapost, news, product-reviews - Provider: Datastreamer - Component categories: Operation --- ### Datastreamer Product Name Detection - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-product-name-detection/ - Relation Operation/DS (apply/enrich): Mediapost, news, product-reviews - Provider: Datastreamer - Component categories: Operation --- ### Snowflake Data Warehouse - Published: 2025-01-21 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/snowflake-data-warehouse/ - Provider: Snowflake - Component categories: Egress --- ### Datastreamer Searchable Storage - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-searchable-storage/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all, byod - Provider: Datastreamer - Component categories: Data Source, Egress --- ### Fivetran ETL - Published: 2025-01-21 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/fivetran-etl/ - Provider: Fivetran - Component categories: Data Source, Egress --- ### PrivateAI PII Detection - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/privateai-pii-detection/ - Relation Operation/DS (apply/enrich): all - Provider: privateAI - Component categories: Operation --- ### Datastreamer AI Brand Recognition Classifier - Published: 2025-01-21 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/datastreamer-ai-brand-recognition-classifier/ - Relation Operation/DS (apply/enrich): byod, Mediapost, news, organization-reviews, organizations, product-reviews - Provider: Datastreamer - Component categories: Operation --- ### Google Cloud Run Functions - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/google-cloud-run-functions/ - Relation Operation/DS (apply/enrich): all - Provider: Google Cloud - Component categories: Operation --- ### Datastreamer Deduplication - Published: 2025-01-21 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/datastreamer-deduplication/ - Relation Operation/DS (apply/enrich): byod, Mediapost, news, organization-reviews, organizations, product-reviews, products - Provider: Datastreamer - Component categories: Operation --- ### Datastreamer Recurring Data Collection Jobs - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-recurring-data-collection-jobs/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation --- ### Ocient Data Warehouse - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/ocient-data-warehouse/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all - Provider: Ocient - Component categories: Data Source, Egress --- ### ChatGPT Summarization - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/chatgpt-summarization/ - Relation Operation/DS (apply/enrich): all - Provider: OpenAI - Component categories: Operation --- ### Google GeminiAI Prompts - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/google-geminiai-prompts/ - Relation Operation/DS (apply/enrich): all - Provider: Google Cloud - Component categories: Operation --- ### Datastreamer Significant Term Aggregation - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-significant-term-aggregation/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation --- ### Datastreamer Historical Volume Aggregation - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-historical-volume-aggregation/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation --- ### Nimble scraping - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/nimble-scraping/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Component categories: Data Source --- ### Tisane Problematic Content Detection - Published: 2025-01-21 - Modified: 2025-05-13 - URL: https://datastreamer.io/catalog/tisane-problematic-content-detection/ - Relation Operation/DS (apply/enrich): all - Component categories: Operation --- ### Socialgist Weibo - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/socialgist-weibo/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Socialgist - Component categories: Data Source --- ### Socialgist Disqus - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/socialgist-disqus/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Socialgist - Component categories: Data Source --- ### Socialgist Broadcast News - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/socialgist-broadcast-news/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: Socialgist - Component categories: Data Source --- ### Datastreamer HTML Document Pruner - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-html-document-pruner/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation --- ### X (Twitter) Enterprise API - Published: 2025-01-21 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/x-twitter-enterprise-api/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: X (Twitter) - Component categories: Data Source --- ### Vetric Social Sources - Published: 2025-01-20 - Modified: 2025-04-22 - URL: https://datastreamer.io/catalog/vetric-social-source/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Vetric - Component categories: Data Source --- ### Datastreamer Product Sentiment Detection - Published: 2025-01-15 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-product-sentiment-classifier/ - Relation Operation/DS (apply/enrich): byod, Mediapost, product-reviews - Provider: Datastreamer - Component categories: Operation --- ### Google Language Detection - Published: 2025-01-15 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/google-language-detection/ - Relation Operation/DS (apply/enrich): all - Provider: Google Cloud - Component categories: Operation --- ### Datastreamer Hard News Classifier - Published: 2025-01-15 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-hard-news-classifier/ - Relation Operation/DS (apply/enrich): news - Provider: Datastreamer - Component categories: Operation Overview Description The Hard News classifier identifies objective news articles versus subjective, more fact versus opinion-based, and consists of timely events. For example, using the hard news classifier on a keyword search on news sources can help the searcher find content about recent incidents while filtering out editorials, commentary, or opinion pieces that may contain those keywords but are not specific news reports. Components from This Provider View all Components from This Provider Coverage Details Optimized for News content Optimized for Social content Optimized for Blog content Optimized for Forum content Update Frequency Continuous collection Time Range 25 Months Additional Attributes Ethically and safely collected Profile & Post data ~3. 5 Million documents daily Profile & Post data Description The Hard News classifier identifies objective news articles versus subjective, more fact versus opinion-based, and consists of timely events. For example, using the hard news classifier on a keyword search on news sources can help the searcher find content about recent incidents while filtering out editorials, commentary, or opinion pieces that may contain those keywords but are not specific news reports. Components from This Provider View all Components from This Provider Coverage Details Optimized for News content Optimized for Social content Optimized for Blog content Optimized for Forum content Update Frequency Continuous collection Time Range 25 Months Additional Attributes Ethically and safely collected Profile & Post data ~3. 5 Million documents daily Profile & Post data Request Pricing Information Reach out to request pricing details and one of our team members... --- ### Gemini Translate - Published: 2025-01-15 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/gemini-translation/ - Relation Operation/DS (apply/enrich): all - Provider: Google Cloud - Component categories: Operation --- ### Bright Data Amazon Reviews - Published: 2025-01-14 - Modified: 2025-01-24 - URL: https://datastreamer.io/catalog/bright-data-amazon-reviews/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Data Sources bundle. Description Collect Amazon products and reviews by URL, keyword, or category. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Data Sources bundle. Description Collect Amazon products and reviews by URL, keyword, or category. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bluesky - Published: 2024-12-17 - Modified: 2025-06-11 - URL: https://datastreamer.io/catalog/bluesky/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): Mediapost - Provider: Bluesky - Component categories: Data Source Overview Integration Details Description A live firehose feed of Bluesky posts sourced directly from Bluesky’s official stream.   About BlueskyBluesky is a decentralized social app conceptualized by former Twitter CEO Jack Dorsey and developed in parallel with Twitter. The social network has a Twitter-like user interface with algorithmic choice, a federated design and community-specific moderation. Components from This Provider View all Components from This Provider Update Frequency Real-time Additional Attributes Ethically and safely collected Public available data only Streaming Description A live firehose feed of Bluesky posts sourced directly from Bluesky's official stream.   About BlueskyBluesky is a decentralized social app conceptualized by former Twitter CEO Jack Dorsey and developed in parallel with Twitter. The social network has a Twitter-like user interface with algorithmic choice, a federated design and community-specific moderation. Components from This Provider View all Components from This Provider Update Frequency Real-time Additional Attributes Ethically and safely collected Public available data only Streaming Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Location Inference Enrichment - Published: 2024-11-14 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/datastreamer-location-inference-enrichment/ - Relation Operation/DS (apply/enrich): Mediapost - Provider: Datastreamer - Component categories: Operation Overview Integration Details Description Location Inference Enrichment work to infer the location of the author of a piece of text content, by assessment and predicting on a number of parameters in the data. Datastreamer Location Inference Enrichment model cover 65+ country and 8+ languages. Model Categories We have two categories of Location Inference models, which are based on the conversational patterns present on the source: Conversional-Style Models: trained on social content that has more text features. They require some text features to be present in the data for better prediction, and can predict on a more granular level. Example Sources: Twitter, Reddit, WeChat, Threads, WhatsApp, Forums, Slack, Discord, Telegram, Support chatbot conversations. Broadcast-Style Models: trained on social content lacking large amounts of surrounding context. However, they can be more limited in their coverage. Example Sources: Instagram, Snapchat, Quora, TikTok, Pinterest, Blogs, LinkedIn, Facebook, YouTube, Stack Exchange, P2P Marketplace Listings, Tumblr, User Reviews, Email Content. Use Cases In conjunction with aggregations and sentiment, high-level assessments of sentiment towards a brand in a specific city could be delivered to a product’s dashboard. Spanish language location inference can give a country-level view of Spanish content rather than relying on keywords or language. Japanese language location inference can give a country-level view of Japanese content rather than replying on keywords or language. Location Inference can give a more city-level view of content than replying on keywords or language. Location Inference can be used in its inverse to remove certain cities or countries from the... --- ### WebSightLine File Fetcher - Published: 2024-11-12 - Modified: 2025-04-28 - URL: https://datastreamer.io/catalog/websightline-file-fetcher/ - Relation Operation/DS (apply/enrich): all - Provider: WebSightLine - Component categories: Operation Overview Integration Details Description Fetch and store the files linked inside the content processed in data Pipeline. Components from This Provider View all Components from This Provider Description Fetch and store the files linked inside the content processed in data Pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer User Behaviour Classifier - Published: 2024-11-12 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-user-behaviour-classifier/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is able to detect and classify the behaviors that a user is describing. In the detection of threats, product returns, activities, and other behaviors; the terms and keywords used to describe are not clear and specific. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is able to detect and classify the behaviors that a user is describing. In the detection of threats, product returns, activities, and other behaviors; the terms and keywords used to describe are not clear and specific. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer User Sentiment Classifier - Published: 2024-11-12 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-user-sentiment-classifier/ - Relation Operation/DS (apply/enrich): Mediapost, organization-reviews, product-reviews - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detect the user sentiment within content, and can be customized to dive into the relationship of the sentiment. It is able to process content in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detect the user sentiment within content, and can be customized to dive into the relationship of the sentiment. It is able to process content in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Stock Ticker Conversion - Published: 2024-11-12 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-stock-ticker-conversion/ - Relation Operation/DS (apply/enrich): Mediapost, news - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detect the company names within content, correlate it to its market-listed entities. It returns both the company name, stock tickers, and the related market in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detect the company names within content, correlate it to its market-listed entities. It returns both the company name, stock tickers, and the related market in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Spam Detection Classifier - Published: 2024-11-12 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-spam-detection-classifier/ - Relation Operation/DS (apply/enrich): Mediapost - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is able to detect and flag likely spam or fraudulent content in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented wit hthe new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is able to detect and flag likely spam or fraudulent content in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented wit hthe new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Slang Translation - Published: 2024-11-11 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-slang-translation-model/ - Relation Operation/DS (apply/enrich): Mediapost - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description Drug terms, street slang, gaming slang, and other forms of slang can be translated into plain English with this LLM-powered model. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description Drug terms, street slang, gaming slang, and other forms of slang can be translated into plain English with this LLM-powered model. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Sentiment Classifier - Published: 2024-11-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-sentiment-classifier/ - Relation Operation/DS (apply/enrich): all, byod, Mediapost, organization-reviews, product-reviews - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detect the cause and sentiment within content. It is able to process content in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detect the cause and sentiment within content. It is able to process content in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Product Detection Classifier - Published: 2024-11-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-product-detection-classifier/ - Relation Operation/DS (apply/enrich): byod, Mediapost, news - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detection products within content across 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detection products within content across 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Ingredient Detection Classifier - Published: 2024-11-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-ingredient-detection-classifier/ - Relation Operation/DS (apply/enrich): byod, Mediapost, news, product-reviews - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description The fabrics, minerals, materials, and ingredients within products is a key extraction used by this this classifer. This LLM-powered model is detects and classifies these ingredients in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description The fabrics, minerals, materials, and ingredients within products is a key extraction used by this this classifer. This LLM-powered model is detects and classifies these ingredients in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Event Detection Classifier - Published: 2024-11-09 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-event-detection-classifier/ - Relation Operation/DS (apply/enrich): Mediapost - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is detects and classifies event being described by the author. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is detects and classifies event being described by the author. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Emotion Detection Classifier - Published: 2024-11-08 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-emotion-detection-classifier/ - Relation Operation/DS (apply/enrich): Mediapost, organization-reviews, product-reviews - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detect emotion within content, such as fear, happiness, sadness, disgust, etc. It is able to process content in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered classifer is able to detect emotion within content, such as fear, happiness, sadness, disgust, etc. It is able to process content in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Dominant Location Classifier - Published: 2024-11-08 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-dominant-location-classifier/ - Relation Operation/DS (apply/enrich): Mediapost - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer NLP Classifiers bundle. Description This component is a specialized text classifier that operates on long-form content, It is meant to identify only one location out of all the pre-extracted mentioned locations in the long-form content and reports it as the dominant_location based on their frequency in the input document. Example Use Case: The Dominant Location classifier analyzes input documents and pre-extracted location entities. Suppose that there are multiple locations mentioned in the text, the classifier analyzes each of them and extracts only one of them as the most dominant location based on their frequency. In addition, it also presents a confidence score as well. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer NLP Classifiers bundle. Description This component is a specialized text classifier that operates on long-form content, It is meant to identify only one location out of all the pre-extracted mentioned locations in the long-form content and reports it as the dominant_location based on their frequency in the input document. Example Use Case: The Dominant Location classifier analyzes input documents and pre-extracted location entities. Suppose that there are multiple locations mentioned in the text, the classifier analyzes each of them and extracts only one of them as the most dominant location based on their frequency. In addition, it also presents a confidence score as well. Components from This Provider View all Components from This Provider Request... --- ### Datastreamer Dialect Detection Model - Published: 2024-11-08 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-dialect-detection-model/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is able to detect dialects of language used within content for over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipelines. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This LLM-powered model is able to detect dialects of language used within content for over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipelines. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Cultural Reference Recognition Model - Published: 2024-11-08 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-cultural-reference-recognition-model/ - Relation Operation/DS (apply/enrich): Mediapost, organization-reviews, product-reviews - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description Movies, songs, memes, books and other cultural references can be detected with this LLM-powered model in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description Movies, songs, memes, books and other cultural references can be detected with this LLM-powered model in over 200+ languages. This classifier can instantly consume the content within a pipeline, optimize the content for speed and cost efficiency, and pass into LLM systems. Within the classifier, the LLM response is restructured, the post is augmented with the new metadata, and continues in the pipeline. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data CNN News - Published: 2024-11-08 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-cnn-news/ - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of CNN news articles, returns matching new articles that contain author, topics, publication data, images and video. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of CNN news articles, returns matching new articles that contain author, topics, publication data, images and video. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### AWS S3 Storage - Published: 2024-11-08 - Modified: 2025-06-12 - URL: https://datastreamer.io/catalog/aws-s3-storage/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all, byod - Provider: Amazon - Component categories: Egress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Abusive Language Classifier - Published: 2024-11-08 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-abusive-language-classifier/ - Relation Operation/DS (apply/enrich): byod, Mediapost, news, product-reviews - Provider: Datastreamer - Component categories: Operation Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Shein Products - Published: 2024-10-22 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-shein-products/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Bright Data - Component categories: Data Source Overview Integration Details Description URL based collection of Shein products. Returns matching product listing that contain product description, starting price, current price, colour available, number of reviews/rating, main image and more. Components from This Provider View all Components from This Provider Description URL based collection of Shein products. Returns matching product listing that contain product description, starting price, current price, colour available, number of reviews/rating, main image and more. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Indeed Job Listings - Published: 2024-10-22 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-indeed-job-listings/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of Indeed jobs listing. Returns matching jobs listing that contain hiring company, date of job posting, job position, job description, job benefits, job location and more. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of Indeed jobs listing. Returns matching jobs listing that contain hiring company, date of job posting, job position, job description, job benefits, job location and more. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Glassdoor Job Listings - Published: 2024-10-22 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-glassdoor-job-listings/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of Glassdoor jobs listing. Returns matching jobs listing that contain hiring company, company rating, job position, job location, job description, hiring company’s reported revenue, percentage of employees recommending the company to a friend and more. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of Glassdoor jobs listing. Returns matching jobs listing that contain hiring company, company rating, job position, job location, job description, hiring company’s reported revenue, percentage of employees recommending the company to a friend and more. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Github Code - Published: 2024-10-22 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-github-code/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of Github repository code. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of Github repository code. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data G2 Reviews - Published: 2024-10-22 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-g2-reviews/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL based collection of G2 Reviews. Returns matching product reviews, containing author, star rating, date, reviews content. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description URL based collection of G2 Reviews. Returns matching product reviews, containing author, star rating, date, reviews content. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data TrustRadius - Published: 2024-10-22 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-trustradius/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of TrustRadius product reviews. Returns matching product reviews, containing reviews content, author, rating and more. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description URL-based collection of TrustRadius product reviews. Returns matching product reviews, containing reviews content, author, rating and more. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Crunchbase - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-crunchbase/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, organizations - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based search, returning up to 25 Crunchbase company listings. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based search, returning up to 25 Crunchbase company listings. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Amazon Products - Published: 2024-10-21 - Modified: 2025-01-14 - URL: https://datastreamer.io/catalog/bright-data-amazon-products-and-reviews/ - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Data Sources bundle. Description Collect Amazon products and reviews by URL, keyword, or category. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Data Sources bundle. Description Collect Amazon products and reviews by URL, keyword, or category. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Instagram - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-instagram/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Sources bundle. Description Collect and extract Instagram Reels and Posts by using profile URLs or keyword. Further augment your Jobs using start/end dates, and post types. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Sources bundle. Description Collect and extract Instagram Reels and Posts by using profile URLs or keyword. Further augment your Jobs using start/end dates, and post types. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Pinterest - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-pinterest/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Sources bundle. Description Collect and search for Pinterest posts using any of the three methods, by keyword, URL or profiles. This data source supports businesses in understanding audience interests, tracking brand mentions, and identifying key influencers and emerging trends, all essential for informed decision-making and effective marketing strategies. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Sources bundle. Description Collect and search for Pinterest posts using any of the three methods, by keyword, URL or profiles. This data source supports businesses in understanding audience interests, tracking brand mentions, and identifying key influencers and emerging trends, all essential for informed decision-making and effective marketing strategies. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Reddit Comments - Published: 2024-10-21 - Modified: 2025-01-17 - URL: https://datastreamer.io/catalog/bright-data-reddit-comments/ - Relation DS/Egress (integrate): Mediapost - Relation Operation/DS (apply/enrich): Mediapost - Provider: Bright Data - Component categories: Data Source Overview Integration Details Description Extract up to 1000 Reddit post comments with a URL input. Further refine by choosing the number of historical days to retrieve. Components from This Provider View all Components from This Provider Description Extract up to 1000 Reddit post comments with a URL input. Further refine by choosing the number of historical days to retrieve. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Reddit - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-reddit/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Sources bundle. Description Collect and search for Reddit posts using any of three methods. Collect up to 4000 Reddit posts by keyword, subreddit, or by direct URL. Additionally sort by “Hot”, “Rising”, “New”, and “Top”. Additionally extract Reddit comments using URLs with historical timeline filtering. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Sources bundle. Description Collect and search for Reddit posts using any of three methods. Collect up to 4000 Reddit posts by keyword, subreddit, or by direct URL. Additionally sort by “Hot”, “Rising”, “New”, and “Top”. Additionally extract Reddit comments using URLs with historical timeline filtering. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data YouTube - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-youtube/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Sources bundle. Description Search for Youtube video posts, profiles, and comments using a combination of keywords and URLs. Further refine using additional search parameters. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Sources bundle. Description Search for Youtube video posts, profiles, and comments using a combination of keywords and URLs. Further refine using additional search parameters. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Google Shopping Products - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-google-shopping-products/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews, products - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Results from Google Shopping for keyword-based collection requests. Resulting data includes: url, title, description, rating, review counts, images, seller, pricing. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description Results from Google Shopping for keyword-based collection requests. Resulting data includes: url, title, description, rating, review counts, images, seller, pricing. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data eBay Listings - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-ebay-listings/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, products - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based searching of the eBay eCommerce site. Returns matching product listings that contain sold counts, related products, pricing, title, description, rating, images, specifications, and review. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based searching of the eBay eCommerce site. Returns matching product listings that contain sold counts, related products, pricing, title, description, rating, images, specifications, and review. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Etsy Products - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-etsy-products/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, products - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based searching of the Etsy eCommerce site. Returns matching product listings that contain pricing, title, description, rating, images, specifications, and reviews. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based searching of the Etsy eCommerce site. Returns matching product listings that contain pricing, title, description, rating, images, specifications, and reviews. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Target - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-target/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based searching of Target’s eCommerce site. Returns matching product listings, containing: pricing, title, description, specifications and reviews. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based searching of Target’s eCommerce site. Returns matching product listings, containing: pricing, title, description, specifications and reviews. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Yahoo Finance - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-yahoo-finance/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: Bright Data - Component categories: Data Source Overview Integration Details This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based collection of Yahoo Finance business overview. Components from This Provider View all Components from This Provider This source is available as part of the Bright Data Specialty Sources bundle. Description Keyword-based collection of Yahoo Finance business overview. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Walmart - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-walmart/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews, products - Provider: Bright Data - Component categories: Data Source Overview Integration Details Description URL based collection of products from Walmart. Returning matching product listings, containing: pricing, stock keeping unit, reviews, description and more. Components from This Provider View all Components from This Provider Description URL based collection of products from Walmart. Returning matching product listings, containing: pricing, stock keeping unit, reviews, description and more. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Trustpilot - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-trustpilot/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, organization-reviews - Component categories: Data Source Overview Integration Details Description Collect descriptions, ratings, and reviews about companies from Trustilot, a prominent online review platform. Components from This Provider View all Components from This Provider Description Collect descriptions, ratings, and reviews about companies from Trustilot, a prominent online review platform. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data TikTok - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-tiktok/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, organizations - Provider: Bright Data - Component categories: Data Source Overview Integration Details Description Handle-based collection of TikTok profiles. Components from This Provider View all Components from This Provider Description Handle-based collection of TikTok profiles. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data LinkedIn - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-linkedin/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, organizations - Component categories: Data Source Overview Integration Details Description URL based collection of LinkedIn people profile data. Returning the person’s name, geographical location, current job title and company, about and connections. Components from This Provider View all Components from This Provider Description URL based collection of LinkedIn people profile data. Returning the person's name, geographical location, current job title and company, about and connections. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data LinkedIn Company Profiles - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-linkedin-company-profiles/ - Component categories: Data Source Overview Integration Details Description URL based collection of LinkedIn company profile data. Returning company name, size, location and description. Components from This Provider View all Components from This Provider Description URL based collection of LinkedIn company profile data. Returning company name, size, location and description. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Indeed Company Overviews - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-indeed-company-overviews/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, organization-reviews - Component categories: Data Source Overview Integration Details Description URL based collection of Indeed company profiles. Components from This Provider View all Components from This Provider Description URL based collection of Indeed company profiles. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Glassdoor Company Overviews - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-glassdoor-company-overviews/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, organization-reviews - Component categories: Data Source Overview Integration Details Description URL based collection of business overviews from Glassdoor. Components from This Provider View all Components from This Provider Description URL based collection of business overviews from Glassdoor. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Bright Data Amazon Products - Published: 2024-10-21 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bright-data-amazon-products/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, products - Component categories: Data Source Overview Integration Details Description Keyword or domain based collection of Amazon product pages. Returning matching product listings, pricing, title, rating.   Components from This Provider View all Components from This Provider Description Keyword or domain based collection of Amazon product pages. Returning matching product listings, pricing, title, rating.   Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Socialgist TikTok - Published: 2024-07-30 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/socialgist-tiktok/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Socialgist - Component categories: Data Source Overview Integration Details Description TikTok is a social media platform where users upload and view short-forms videos. The platform’s available data encompasses user profiles, engagement metrics, and video content metadata. Socialgist has developed a targeted TikTok crawling product focused on collecting user and hashtag pages. With our proprietary discovery algorithm, we automate the tracking of additional pages. Video transcription is also available. Use cases Monitoring key topics using hashtags and key influencers via author pages. Update Frequency User and hashtag pages: every 12 hours (includes updating the video metadata stats)Hashtag stats: every 6 hoursComments: periodically for 30 days after initial video discovery (initial crawl 1, 5, 10, 30 days) Components from This Provider View all Components from This Provider Coverage Details 1. 1M updates video stats per day 200k new videos per day 9. 5k hashtags 2. 2M comments per day Update Frequency Continuous collection Time Range Real-time feed Description TikTok is a social media platform where users upload and view short-forms videos. The platform's available data encompasses user profiles, engagement metrics, and video content metadata. Socialgist has developed a targeted TikTok crawling product focused on collecting user and hashtag pages. With our proprietary discovery algorithm, we automate the tracking of additional pages. Video transcription is also available. Use cases Monitoring key topics using hashtags and key influencers via author pages. Update Frequency User and hashtag pages: every 12 hours (includes updating the video metadata stats)Hashtag stats: every 6 hoursComments: periodically for 30 days after initial video discovery (initial crawl... --- ### alphaMountain URL Threat Rating - Published: 2024-07-04 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/alphamountain-url-threat-rating/ - Relation Operation/DS (apply/enrich): all - Provider: alphaMountain - Component categories: Operation Overview Description alphaMountain uses AI and machine learning to generate a threat verdict for every host on the internet. Our purpose-built rating model is language-agnostic and issues a threat verdict in real time. As sites are discovered and crawled, they go into our database which is relied upon by some of the largest ISPs and cybersecurity vendors in the world to prevent connections to risky or unwanted sites. Use our threat rating data to enhance your network intelligence. Use Cases Log enrichment – understand the risk of websites your users or applications are connecting to Web filtering – block connections to certain hosts based on their risk rating Components from This Provider View all Components from This Provider Additional Attributes High-Fidelity Ratings Fresh Threat Verdicts 300M+ Domains Rated Description alphaMountain uses AI and machine learning to generate a threat verdict for every host on the internet. Our purpose-built rating model is language-agnostic and issues a threat verdict in real time. As sites are discovered and crawled, they go into our database which is relied upon by some of the largest ISPs and cybersecurity vendors in the world to prevent connections to risky or unwanted sites. Use our threat rating data to enhance your network intelligence. Use Cases Log enrichment - understand the risk of websites your users or applications are connecting to Web filtering - block connections to certain hosts based on their risk rating Components from This Provider View all Components from This Provider Additional Attributes High-Fidelity Ratings Fresh... --- ### alphaMountain URL Category Classifier - Published: 2024-07-04 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/alphamountain-url-category-classifier/ - Relation Operation/DS (apply/enrich): all - Provider: alphaMountain - Component categories: Operation Overview Description alphaMountain uses AI and machine learning to classify the entire internet. Our purpose-built classification model is language-agnostic and can classify any domain or IP address into at least one of 89 content categories in real time. As sites are discovered and crawled, they go into our database which is relied upon by some of the largest ISPs and cybersecurity vendors in the world to prevent connections to malicious or unwanted sites. Use our classification data to enhance your network intelligence. Use Cases Log enrichment – understand the types of websites your users or applications are connecting to Web filtering – block connections to certain types of websites based on their categories Components from This Provider View all Components from This Provider Additional Attributes Language Agnostic 89 Categories 300M+ Domains Categorized Post-Processing Description alphaMountain uses AI and machine learning to classify the entire internet. Our purpose-built classification model is language-agnostic and can classify any domain or IP address into at least one of 89 content categories in real time. As sites are discovered and crawled, they go into our database which is relied upon by some of the largest ISPs and cybersecurity vendors in the world to prevent connections to malicious or unwanted sites. Use our classification data to enhance your network intelligence. Use Cases Log enrichment - understand the types of websites your users or applications are connecting to Web filtering - block connections to certain types of websites based on their categories Components from This Provider View... --- ### Socialgist Links - Published: 2024-06-05 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/socialgist-links/ Overview Integration Details Description Links content from Socialgist. Components from This Provider View all Components from This Provider Description Links content from Socialgist. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### WebSightLine Threads Live Feed - Published: 2024-06-05 - Modified: 2025-04-28 - URL: https://datastreamer.io/catalog/websightline-threads-live-feed/ - Provider: WebSightLine Overview Integration Details Description Firehose feed of Threads data from WebSightLine. Components from This Provider View all Components from This Provider Additional Attributes Ethically and safely collected Public available data only 49 languages Streaming Update Frequency Adaptive priority system Time Range 24 Months Description Firehose feed of Threads data from WebSightLine. Components from This Provider View all Components from This Provider Additional Attributes Ethically and safely collected Public available data only 49 languages Streaming Update Frequency Adaptive priority system Time Range 24 Months Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### WebSightLine Instagram Live Feed - Published: 2024-06-05 - Modified: 2025-04-28 - URL: https://datastreamer.io/catalog/websightline-instagram-live-feed/ - Provider: WebSightLine Overview Integration Details Description A live forehose feed of Instagram data from WebSightLine. Components from This Provider View all Components from This Provider Additional Attributes 49 Languages Streaming Update Frequency Adaptive priority system Time Range 24 Months Description A live forehose feed of Instagram data from WebSightLine. Components from This Provider View all Components from This Provider Additional Attributes 49 Languages Streaming Update Frequency Adaptive priority system Time Range 24 Months Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Socialgist VK - Published: 2024-06-05 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/socialgist-vk/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost Overview Integration Details Description VK is the largest Russian online social media and social networking service. Our VK access includes all public posts, shares and comments from users to their own pages and to VK communities. The total activity level across all of these activity types is about 45 to 55 million messages per day, which breaks down as 22% posts, 23% shares and 55% comments. Private activity is not available. Public activity accounts for about 15% of all VK activity. Additionally, the index is updated with around 200 million likes per day. Components from This Provider View all Components from This Provider Description VK is the largest Russian online social media and social networking service. Our VK access includes all public posts, shares and comments from users to their own pages and to VK communities. The total activity level across all of these activity types is about 45 to 55 million messages per day, which breaks down as 22% posts, 23% shares and 55% comments. Private activity is not available. Public activity accounts for about 15% of all VK activity. Additionally, the index is updated with around 200 million likes per day. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Socialgist Videos - Published: 2024-06-05 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/socialgist-videos/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Component categories: Data Source Overview Integration Details Description Tap into the dynamic and fast-growing realm of video content with Socialgist’s video data collection. Socialgist captures a wide array of video content from YouTube, Dailymotion, Acfun, Vimeo, Rumble, BiliBili and many more video platforms, offering insights into viral trends, viewers engagement, and content strategies. From viral clips to education content, Socialgist dataset provides an in-depth look into what captivates viewers and drives video content trends. Ideal for media analysis, content strategy development, and understanding the impact of visual media on public opinion. Components from This Provider View all Components from This Provider Additional Attributes Ethically and safely collected ~3. 5 million documents daily Update Frequency Continuous collection Time Range 25 Months Description Tap into the dynamic and fast-growing realm of video content with Socialgist's video data collection. Socialgist captures a wide array of video content from YouTube, Dailymotion, Acfun, Vimeo, Rumble, BiliBili and many more video platforms, offering insights into viral trends, viewers engagement, and content strategies. From viral clips to education content, Socialgist dataset provides an in-depth look into what captivates viewers and drives video content trends. Ideal for media analysis, content strategy development, and understanding the impact of visual media on public opinion. Components from This Provider View all Components from This Provider Additional Attributes Ethically and safely collected ~3. 5 million documents daily Update Frequency Continuous collection Time Range 25 Months Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly.... --- ### Socialgist Tencent - Published: 2024-06-05 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/socialgist-tencent/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Socialgist - Component categories: Data Source Overview Integration Details Tencent (Reaction to China’s news) data from Socialgist Components from This Provider View all Components from This Provider Tencent (Reaction to China's news) data from Socialgist Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Socialgist Reviews - Published: 2024-06-05 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/socialgist-reviews/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Socialgist - Component categories: Data Source Overview Integration Details Description Gain a competitive edge with direct access to consumer opinions through our review site dataset. Sourced from over 50 Chinese review platforms and over 250 English review platforms, this collection offers insights into customer satisfaction, product feedback, and consumer trends. Whether it’s understanding how products are received, tracking competitor performance, or identifying areas for improvement, our dataset provides the real-world voice of the customer, crucial for market analysis, product development, and brand management. Components from This Provider View all Components from This Provider Additional Attritbutes Ethically and safely collected ~3. 5 million documents daily Update Frequency Continuous collection Time Range 25 Months Description Gain a competitive edge with direct access to consumer opinions through our review site dataset. Sourced from over 50 Chinese review platforms and over 250 English review platforms, this collection offers insights into customer satisfaction, product feedback, and consumer trends. Whether it's understanding how products are received, tracking competitor performance, or identifying areas for improvement, our dataset provides the real-world voice of the customer, crucial for market analysis, product development, and brand management. Components from This Provider View all Components from This Provider Additional Attritbutes Ethically and safely collected ~3. 5 million documents daily Update Frequency Continuous collection Time Range 25 Months Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Socialgist News - Published: 2024-06-04 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/socialgist-news/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Socialgist - Component categories: Data Source Overview Integration Details Description Stay ahead in a rapidly evolving world with our expansive news site dataset. Drawing from over 1,000 Chinese news sources and over 25,000 English news source, we provide a comprehensive overview of current events, editorial opinions, and journalistic analysis. This dataset is invaluable for understanding media narratives, tracking news cycles, and analyzing the impact of current events on public discourse and sentiment across various regions and topics. Components from This Provider View all Components from This Provider Additional Attributes Ethically and safely collected ~3. 5 million documents daily Update Frequency Continuous collection Time Range 25 Months Description Stay ahead in a rapidly evolving world with our expansive news site dataset. Drawing from over 1,000 Chinese news sources and over 25,000 English news source, we provide a comprehensive overview of current events, editorial opinions, and journalistic analysis. This dataset is invaluable for understanding media narratives, tracking news cycles, and analyzing the impact of current events on public discourse and sentiment across various regions and topics. Components from This Provider View all Components from This Provider Additional Attributes Ethically and safely collected ~3. 5 million documents daily Update Frequency Continuous collection Time Range 25 Months Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Socialgist Boards - Published: 2024-06-03 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/socialgist-boards/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Socialgist - Component categories: Data Source Overview Integration Details Description Navigate the intricate web of global conversations with our extensive message board dataset. Covering more than 200 popular Chinese message boards and forums, including baidu. com, hupu. com and zhihu. com, and 3,000 English message boards and forums, our service offers an unrivaled view intro real-time discussions and community sentiments. This dataset is goldmine for understanding consumer behavior, tracking viral topics, and gaining insights into niche communities and broader public opinion. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Time Range 25 Months Additional Attributes Ethically and safely collected Profile & Post data ~3. 5 Million documents daily Profile & Post data Description Navigate the intricate web of global conversations with our extensive message board dataset. Covering more than 200 popular Chinese message boards and forums, including baidu. com, hupu. com and zhihu. com, and 3,000 English message boards and forums, our service offers an unrivaled view intro real-time discussions and community sentiments. This dataset is goldmine for understanding consumer behavior, tracking viral topics, and gaining insights into niche communities and broader public opinion. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Time Range 25 Months Additional Attributes Ethically and safely collected Profile & Post data ~3. 5 Million documents daily Profile & Post data Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to... --- ### Socialgist Blogs - Published: 2024-06-03 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/socialgist-blogs/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Socialgist - Component categories: Data Source Overview Integration Details Description Stay ahead in a rapidly evolving world with our expansive news site dataset. Our service aggregates content from over 2,000 Chinese blogs and over 200,000 diverse English blogs, capturing the pulse of conversations. From niche interests to mainstream topics, our dataset provides a window into the vast array of perspectives, trend and insights that blog uniquely offer. Harness this rich resource for nuanced understanding of public sentiment, emerging trends, and influential bloggers in various domains. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Time Range 25 Months Additional Attributes Ethically and safely collected Profile & Post data ~3. 5 Million documents daily Profile & Post data Description Stay ahead in a rapidly evolving world with our expansive news site dataset. Our service aggregates content from over 2,000 Chinese blogs and over 200,000 diverse English blogs, capturing the pulse of conversations. From niche interests to mainstream topics, our dataset provides a window into the vast array of perspectives, trend and insights that blog uniquely offer. Harness this rich resource for nuanced understanding of public sentiment, emerging trends, and influential bloggers in various domains. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Time Range 25 Months Additional Attributes Ethically and safely collected Profile & Post data ~3. 5 Million documents daily Profile & Post data Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly.... --- ### Socialgist Blog Links - Published: 2024-06-03 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/socialgist-blog-links/ Overview Integration Details This source is available as part of the Socialgist English/Chinese Online Conversational Data bundle. Description Stay ahead in a rapidly evolving world with our expansive news site dataset. Our service aggregates content from over 2,000 diverse Chinese blogs and over 200,000 diverse English blogs, capturing the pulse of conversations. From niche interests to mainstream topics, our dataset provides a window into the vast array of perspectives, trends, and insights that blogs uniquely offer. Harness this rich resource for nuanced understanding of public sentiment, emerging trends, and influential bloggers in various domains. Socialgist Data Bundle Chinese Online Conversational Data Bundle Get access to this source and more with Socialgist’s Chinese online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 50 review sites, more than 200 popular Chinese message boards and forums, over 1,000 Chinese news sites, and 2,000 blogs. Each day, we harvest over 2 million data points, creating a rich tapestry of conversations and opinions, With a vast archive encompassing 25 months of data, Socialgist offers unparalleled depth for trend analysis, market research, and consumer sentiment studies. English Online Conversational Data Bundle Get access to this source and more with Socialgist’s English online conversational data bundle, encompassing a diverse range of platforms: from Blogs with comments, product review sites, message boards, online video platforms and news portals. Our extensive collection spans over 250 review sites, more... --- ### Data365 Instagram - Published: 2024-03-11 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/data365-instagram/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Data365 - Component categories: Data Source Overview Integration Details Description Instagram API data such as demographics and post engagement information can be useful for social media listening, influencer detection, and brand monitoring. Data365’s Instagram Search can be a data-gathering tool for companies that develop business dashboards, conduct sentiment analysis, analyze customer experience and engagement, monitor social media KPIs, etc. Customized Source As a customized source, your query will initiate a collection job, creating a custom data source based on your requested data. Components from This Provider View all Components from This Provider Coverage Details User defined Private source Update Frequency User defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely collected Profile & Post data Description Instagram API data such as demographics and post engagement information can be useful for social media listening, influencer detection, and brand monitoring. Data365’s Instagram Search can be a data-gathering tool for companies that develop business dashboards, conduct sentiment analysis, analyze customer experience and engagement, monitor social media KPIs, etc. Customized Source As a customized source, your query will initiate a collection job, creating a custom data source based on your requested data. Components from This Provider View all Components from This Provider Coverage Details User defined Private source Update Frequency User defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely collected Profile & Post data Request Pricing Information Reach out to request pricing details and one of our team members will get back to... --- ### DarkOwl Search API - Published: 2024-03-11 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/darkowl-search-api/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: DarkOwl - Component categories: Data Source Overview Integration Details Description DarkOwl is the industry’s leading provider of darknet data. We offer the world’s largest commercially available database of information collected from the darknet. Using machine learning and human analysts, we automatically, continuously, and anonymously collect and index darknet, deep web, and high-risk surface net data. We collect data from Tor, I2P, IRC, Telegram, Zeronet, as well as high value paste sites, deep web criminal forums, and other high-value sites. Our platform uses natural language processing to categorize data in 52 different languages, and we tokenize data for easy access and parsing.   DarkOwl Search Use Cases What role does darknet data play in overall security posture? Darknet intelligence is an essential part of any security team and posture. One of the most prevalent use cases for insight into DarkOwl’s data is the recent persistent rise in cybercriminal activity as a whole, and specifically ransomware activity, which largely presents itself in the dark web. The global dark web intelligence market size is expected to raise at a CAGR rate of 22. 3% by 2028, to the total of $1. 3 billion. How does DarkOwl help with dark web monitoring? When it comes to monitoring the dark web, you need access to technology that you can be confident will notify you when you or your customers’ sensitive information has been exposed. Reduce analyst time and boost efficiency with DarkOwl’s streamlined monitoring functionalities. When you choose to monitor the dark web using DarkOwl, you have continuous access and insight... --- ### Data365 Linkedin Companies - Published: 2024-03-11 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/data365-linkedin-companies/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Data365 TikTok - Published: 2024-03-11 - Modified: 2025-06-12 - URL: https://datastreamer.io/catalog/data365-tiktok/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Data365 - Component categories: Data Source Free Sample Dataset Available Explore this partner by instantly querying a static dataset. For example, use "sample_data365_tiktok_hashtags" in your queries. New Users Sign Up for Sandbox Existing Users View Documentation Overview Integration Details Description Track TikTok trends efficiently, analyze and compare the most popular influencers, and get other useful insights based on our TikTok API data. If you have a database of IDs or usernames of target profiles, you can get a lot of data about TikTok public profiles and posts. Customized SourceAs a customized source, your query will initiate a collection job, creating a custom data source based on your requested data. Components from This Provider View all Components from This Provider Coverage Details User defined Private source Update Frequency User defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely collected Profile & Post data Description Track TikTok trends efficiently, analyze and compare the most popular influencers, and get other useful insights based on our TikTok API data. If you have a database of IDs or usernames of target profiles, you can get a lot of data about TikTok public profiles and posts. Customized SourceAs a customized source, your query will initiate a collection job, creating a custom data source based on your requested data. Components from This Provider View all Components from This Provider Coverage Details User defined Private source Update Frequency User defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely... --- ### Private AI PII Redaction - Published: 2024-03-11 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/privateai-pii-redaction/ - Relation Operation/DS (apply/enrich): all - Provider: privateAI - Component categories: Operation Overview Integration Details Description Private AI’s de-identification solution accurately identifies, anonymizes, and replaces 50+ entities of personally identifiable information (PII) so you can protect your customer data, unlock valuable insights, and comply with global privacy regulations like the GDPR, CPRA, HIPAA, and more. We deploy on-premise, or in any cloud, and support 10+ file types including text, PDFs, images, and audio. More about Private AI Technology Private AI provides a single API that can simultaneously identify and redact PII, PHI, and PCI data across 53+ languages in text, audio, images, and documents. Other solutions will do detection only, but redaction is left up to the developer, making the total solution much more complex to implement and administer. Additionally, most other services have separate API endpoints for PII, PHI, and PCI, causing organizations to incur further costs and potentially miss important detections in datatypes they had not considered during the initial implementation. Private AI can also generate synthetic PII to replace any PII in the input data. The synthetic PII generation system leverages proprietary generative models, resulting in replacement entities that fit the surrounding context. This method has numerous benefits, including: Eliminating negative impacts on downstream model training for various tasks (e. g. , sentiment analysis, named entity recognition) Decreasing re-identification risk: if any personal data is missed, it’s very difficult to distinguish between the original data and the synthetic data. Use Cases 1. Next-Generation Data Discovery Legacy DLP and compliance software has traditionally fallen short on unstructured data contained in... --- ### Opoint News - Published: 2024-03-11 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/opoint-news/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: Opoint - Component categories: Data Source Overview Integration Details Description Opoint collects news from every corner of the web and turns it into clean and organized data feeds. We enrich the news from more than 230,000 news sites with useful metadata and deliver it to you in a machine-readable format. If your application depends on real-time news content, this is the feed you are looking for. International CoverageOpoint has a coverage map available here: https://world. opoint. com/ Components from This Provider View all Components from This Provider Coverage Details 195 countries 3. 3M daily articles Avg. 8 min. latency News Sources Update Frequency Continuous collection Time Range Multiple years (contact for more details) Additional Attributes Ethically and safely collected Streaming data source Description Opoint collects news from every corner of the web and turns it into clean and organized data feeds. We enrich the news from more than 230,000 news sites with useful metadata and deliver it to you in a machine-readable format. If your application depends on real-time news content, this is the feed you are looking for. International CoverageOpoint has a coverage map available here: https://world. opoint. com/ Components from This Provider View all Components from This Provider Coverage Details 195 countries 3. 3M daily articles Avg. 8 min. latency News Sources Update Frequency Continuous collection Time Range Multiple years (contact for more details) Additional Attributes Ethically and safely collected Streaming data source Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly.... --- ### Data365 X(Twitter) - Published: 2024-03-11 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/data365-x-twitter/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Component categories: Data Source Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-top:10px;--padding-bottom:10px;--padding-left:10px;--padding-right:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Data365 Facebook data - Published: 2024-03-11 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/data365-facebook/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Data365 - Component categories: Data Source Free Sample Dataset Available Explore this partner for free with a static dataset. For example, use “sample_data365_facebook_profile” in your queries. New Users Sign Up for Sandbox Existing Users View Documentation Overview Integration Details Description Facebook data can be used by companies that provide services like social media listening, sentiment analysis, competitor benchmarking, brand monitoring, etc. Facebook Search enables you to search for information about posts, pages, and groups using keywords or phrases. Facebook profiles are also an option. By having a database of IDs or usernames of your target profiles, you can get data in bulk about Facebook public profiles. These are the most popular data we provide: Customized Source As a customized source, your query will initiate a collection job, creating a custom data source based on your requested data Components from This Provider View all Components from This Provider Coverage Details User defined Private source Update Frequency User defined Time Range 90 days Data Volume Unit 116 mentions* per DVU Additional Attributes Ethically and safely collected Profile & Post data Description Facebook data can be used by companies that provide services like social media listening, sentiment analysis, competitor benchmarking, brand monitoring, etc. Facebook Search enables you to search for information about posts, pages, and groups using keywords or phrases. Facebook profiles are also an option. By having a database of IDs or usernames of your target profiles, you can get data in bulk about Facebook public profiles. These are the most popular data we provide: Customized Source As... --- ### Twingly VK - Published: 2024-03-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/twingly-vk/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Twingly - Component categories: Data Source Overview Integration Details Description VK is the most popular social platform in Russia, with more than 95 million active users. We are offering an official VK Search API that includes all public posts, shares and comments, a total of 20 million messages per day. Get access today to find out what is said about your brand, customers or competitors in the Russian market. Components from This Provider View all Components from This Provider Coverage Details 95M users 20M posts per day Update Frequency Continuous collection Time Range 12 months Data Volume Unit 40 results per DVU Additional Attributes Image and video metadata Profile & post data Description VK is the most popular social platform in Russia, with more than 95 million active users. We are offering an official VK Search API that includes all public posts, shares and comments, a total of 20 million messages per day. Get access today to find out what is said about your brand, customers or competitors in the Russian market. Components from This Provider View all Components from This Provider Coverage Details 95M users 20M posts per day Update Frequency Continuous collection Time Range 12 months Data Volume Unit 40 results per DVU Additional Attributes Image and video metadata Profile & post data Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Twingly Forums - Published: 2024-03-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/twingly-forums/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Twingly - Component categories: Data Source Overview Integration Details Description Forums have always been a vital part of social media conversations online. That is where you find niche discussions about aquariums and railroads, as well as the major auto, gaming, and tech forums. This is also where you find discussions that the major platforms reject and do not find compliant but are still just as relevant and important for a company or brand. Forums are not only about the labelled topic but about a community that discusses all sorts of matters. That is why you need a broad range of forums for any kind of media monitoring because you don’t know where a brand will be mentioned or a relevant discussion gains momentum. We deliver 10 million forum posts per day from over 9,000 forums in our Forums API. Whether you want to keep track of all 131,000 Dutch forum posts daily, or the 13,000 Norwegian ones, we have got you covered. Components from This Provider View all Components from This Provider Coverage Details 84 Languages 1. 2M posts per day Update Frequency Continuous collection Time Range 12 months Data Volume Unit 40 results per DVU Description Forums have always been a vital part of social media conversations online. That is where you find niche discussions about aquariums and railroads, as well as the major auto, gaming, and tech forums. This is also where you find discussions that the major platforms reject and do not find compliant but are still just as relevant and important for... --- ### Twingly Reviews - Published: 2024-03-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/twingly-reviews/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Twingly - Component categories: Data Source Overview Integration Details Description Do you want to show what is said about your customers’ products and services? Customer reviews are the key to unlocking valuable insights into their brand’s perception. With our cutting-edge Reviews API, you’ll have access to over 5 million online reviews every month from all corners of the world. In today’s digital age, online reviews hold immense power. They have the potential to make or break a brand or product, and that’s why it’s crucial to stay ahead of the game. With our Reviews API, you’ll be able to monitor customer reviews in real-time, so your customers can quickly respond to negative feedback and turn it into a positive opportunity for improvement. Not only can your customer keep track of their own products, but they can also keep an eye on their competitors. This information is a goldmine for decision-making and can help them gain a competitive edge. By providing a superior customer experience, they will attract more customers and boost their brand’s reputation. Components from This Provider View all Components from This Provider Coverage Details 85 languages 5M posts per month Update Frequency Continuous collection Time Range 12 months Data Volume Unit 40 results per DVU Additional Attributes Country filter Review filter Description Do you want to show what is said about your customers’ products and services? Customer reviews are the key to unlocking valuable insights into their brand’s perception. With our cutting-edge Reviews API, you’ll have access to over 5 million online reviews every... --- ### Twingly Darkweb - Published: 2024-03-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/twingly-darkweb/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Twingly - Component categories: Data Source Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Vital4 Watchlist and Sanction Listings - Published: 2024-03-11 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/vital4-watchlists-and-sanction-listings/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Vital4 - Component categories: Data Source Overview Integration Details Description VITAL4WLS offers more power than a dedicated team of analysts – all within the convenience of a cloud-based interface. Unlike legacy providers, we use machine learning, AI-driven name-matching technology, and flexible relevancy scores to deliver the most current data without human error. With up-to-date, accurate reporting, you can mitigate risk, monitor suspicious activity, and reduce false positives up to 100%. The Whole PictureAutomatically scans 6,000 global sources daily to alert you about potential sanction risks when screening candidates, vendors, or other business partners. Sophisticated name-matching technology with flexible relevancy scores gives you in-depth and up-to-date information about relevant entities. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Data Volume Unit 1 result per DVU Description VITAL4WLS offers more power than a dedicated team of analysts – all within the convenience of a cloud-based interface. Unlike legacy providers, we use machine learning, AI-driven name-matching technology, and flexible relevancy scores to deliver the most current data without human error. With up-to-date, accurate reporting, you can mitigate risk, monitor suspicious activity, and reduce false positives up to 100%. The Whole PictureAutomatically scans 6,000 global sources daily to alert you about potential sanction risks when screening candidates, vendors, or other business partners. Sophisticated name-matching technology with flexible relevancy scores gives you in-depth and up-to-date information about relevant entities. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Data Volume Unit 1 result per DVU Request Pricing Information Reach out... --- ### Vital4 Politically Exposed Persons - Published: 2024-03-11 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/vital4-politically-exposed-persons/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Vital4 - Component categories: Data Source Overview Integration Details Description Politically Exposed Persons are individuals connected to high-level roles in a government, either directly, through family members, or through close personal and business relationships. PEPs are considered higher risk customers because their proximity to power offers more opportunities to engage in unethical or unlawful behavior, such as nepotism, money laundering, and embezzlement. International AML/KYC regulations for financial services, banking, and other sectors often require ongoing monitoring of PEPs. While PEP status is not an automatic dealbreaker, it may be a sign you need to implement extra AML/CFT protocols and conduct specialized due diligence. With automated workflows and advanced algorithms, VITAL4PEP offers an easier, more affordable solution for reducing reputational and financial risk while supporting smarter compliance decisions. The Whole PictureVital4 digs deeper to deliver the most comprehensive PEP data possible. We analyze media sources daily to uncover PEP associations not listed by governments or other common sources, looking at family members and close associates as well as the individual in question. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Data Volume Unit 1 result per DVU Description Politically Exposed Persons are individuals connected to high-level roles in a government, either directly, through family members, or through close personal and business relationships. PEPs are considered higher risk customers because their proximity to power offers more opportunities to engage in unethical or unlawful behavior, such as nepotism, money laundering, and embezzlement. International AML/KYC regulations for financial services, banking, and other sectors often... --- ### Vital4 Criminal Record Data - Published: 2024-03-11 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/vital4-criminal-record-data/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Vital4 - Component categories: Data Source Overview Integration Details Description Criminal screening services are used by many sectors across the U. S. to uncover criminal records for employees, vendors, or other potential business partners. Associations with suspicious personnel can damage businesses – both financially and reputationally – and jeopardize employee safety. Without proper safeguards in place, your organization may be on the hook for compliance violations in the event of embezzlement, theft, or other illegal activity. Vital4 delivers unrivaled coverage, accuracy, compliance, and competitive pricing of criminal data collected daily from thousands of sources at the federal, state, county, and local levels. Sources include Criminal Prosecutions, Arrest Records, Warrant Lists, Criminal Newsletters & Press Releases, Most Wanted, Sex Offenders, Corrections/Inmate Data, Child Support Violations, Open Court Cases, Early Release & Parole Lists, Career Offenders, and more. Data is updated in real-time to provide an accurate report of all court records in a certain region or jurisdiction, not just convictions. The Whole Picture We search thousands of sources every day, covering more than 3,000 U. S. counties to ensure the highest level of accurate reporting of all court records in a certain region or jurisdiction not just convictions. Our high-tech platform sifts through the noise to eliminate false positives and deliver only relevant data. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Data Volume Unit 1 result per DVU Description Criminal screening services are used by many sectors across the U. S. to uncover criminal records for employees, vendors, or other... --- ### Vital4 Adverse Media - Published: 2024-03-11 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/vital4-adverse-media/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all - Provider: Vital4 - Component categories: Data Source Overview Integration Details Description Adverse media detection serves as an important early predictor for potential watchlist or sanctions listings, as media outlets can often identify risk with more agility than government or international watchdogs. Red flag behavior linked to money laundering, financial fraud, drug trafficking, human trafficking, risky finances, terrorism – and more – can be better identified and predicted with adverse media screening. The Whole PictureVital4 Adverse Media scans tens of thousands global media sources and millions of articles each day. If there’s a news story you need to know about it, we will find it. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Data Volume Unit 1 result per DVU Description Adverse media detection serves as an important early predictor for potential watchlist or sanctions listings, as media outlets can often identify risk with more agility than government or international watchdogs. Red flag behavior linked to money laundering, financial fraud, drug trafficking, human trafficking, risky finances, terrorism - and more - can be better identified and predicted with adverse media screening. The Whole PictureVital4 Adverse Media scans tens of thousands global media sources and millions of articles each day. If there's a news story you need to know about it, we will find it. Components from This Provider View all Components from This Provider Update Frequency Continuous collection Data Volume Unit 1 result per DVU Request Pricing Information Reach out to request pricing details and one of our team members will get... --- ### Webz Dark Web - Published: 2024-03-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/webz-dark-web/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Webz.io - Component categories: Data Source Overview Integration Details Description Webz. io is on the lookout for your next threat. It crawls, collects and indexes real-time data from dark web networks, feeding your machine with the relevant data in the right context. Enriched data feed with quick profiling of threat agents, groups and relevant platforms. Unrivaled coverage of dark and deep web sources with millions of sites, forums, marketplaces, and messaging platforms crawled daily in multiple languages. Collects critical information to help your machine identify, classify, and take quick action Components from This Provider View all Components from This Provider Coverage Details Marketplace Messaging services Forums Analyst-supported Update Frequency Continuous collection Time Range Til source inception Additional Attributes Ethically and safely collected Profile & Post data Description Webz. io is on the lookout for your next threat. It crawls, collects and indexes real-time data from dark web networks, feeding your machine with the relevant data in the right context. Enriched data feed with quick profiling of threat agents, groups and relevant platforms. Unrivaled coverage of dark and deep web sources with millions of sites, forums, marketplaces, and messaging platforms crawled daily in multiple languages. Collects critical information to help your machine identify, classify, and take quick action Components from This Provider View all Components from This Provider Coverage Details Marketplace Messaging services Forums Analyst-supported Update Frequency Continuous collection Time Range Til source inception Additional Attributes Ethically and safely collected Profile & Post data Request Pricing Information Reach out to request pricing details and one of our... --- ### Webz Reviews - Published: 2024-03-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/webz-reviews/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, product-reviews - Provider: Webz.io - Component categories: Data Source Overview Integration Details Description Webz. io instantly consumes hundreds of thousands of reviews in multiple languages from all over the globe, letting your machine listen to every reviewer, everywhere. Now your machines can tap into the world of reviews, with structured data feeds at scale. Crawls reviews from around the world in multiple languages, all the time. Enhances review data with detailed textual posts, including continuous rating updates. Feeds your machines with fresh review data, with ultra-low latency and adaptive crawling. Get the latest reviews from various sources, their full textual product reviews, constantly updated. Components from This Provider View all Components from This Provider Coverage Details User defined Open source Update Frequency Continuous collection Time Range Till source inception Data Volume Unit 20 results per DVU Additional Attributes Ethically and safely collected Profile & Post data Description Webz. io instantly consumes hundreds of thousands of reviews in multiple languages from all over the globe, letting your machine listen to every reviewer, everywhere. Now your machines can tap into the world of reviews, with structured data feeds at scale. Crawls reviews from around the world in multiple languages, all the time. Enhances review data with detailed textual posts, including continuous rating updates. Feeds your machines with fresh review data, with ultra-low latency and adaptive crawling. Get the latest reviews from various sources, their full textual product reviews, constantly updated. Components from This Provider View all Components from This Provider Coverage Details User defined Open source Update Frequency Continuous collection Time... --- ### Webz Forums - Published: 2024-03-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/webz-forums/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Webz.io - Component categories: Data Source Overview Integration Details Description Webz. io keeps your machines posted with the latest topic on the discussion board. It continuously consumes millions of discussion posts from forums across the world. Get the original post and all replies to capture the entire discussion thread. Easily sort forum data by relevance, crawl date, publication date, and domain rank. Determine the popularity of a thread or topic by the number of replies and the author’s rank. Components from This Provider View all Components from This Provider Coverage Details Multi-language Continuous Update Frequency Continuous collection Time Range Til source inception Additional Attributes Domain rank Thread position Author rank Description Webz. io keeps your machines posted with the latest topic on the discussion board. It continuously consumes millions of discussion posts from forums across the world. Get the original post and all replies to capture the entire discussion thread. Easily sort forum data by relevance, crawl date, publication date, and domain rank. Determine the popularity of a thread or topic by the number of replies and the author’s rank. Components from This Provider View all Components from This Provider Coverage Details Multi-language Continuous Update Frequency Continuous collection Time Range Til source inception Additional Attributes Domain rank Thread position Author rank Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Webz Blogs - Published: 2024-03-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/webz-blogs/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Webz.io - Component categories: Data Source Overview Integration Details Description Webz. io lets your machine in on the latest word in the buzzing blogosphere. It consumes hundreds of thousands of blog articles from across the globe – every day. It then enriches the feed with a smart layer of entities, sentiments and categories. Ready in our repositories, your machines can now plug into our customized and filtered data feeds at scale. Crawls blogs from around the world in multiple languages going back to 2008. Enriches blog data with smart entities, sentiments, and categories. Feeds your machines with fresh blog data, powered unparalleled latency and adaptive crawling. Components from This Provider View all Components from This Provider Coverage Details User defined Open source Update Frequency Continuous collection Time Range Til source inception Additional Attributes Integrated entites Integrated sentiment Description Webz. io lets your machine in on the latest word in the buzzing blogosphere. It consumes hundreds of thousands of blog articles from across the globe – every day. It then enriches the feed with a smart layer of entities, sentiments and categories. Ready in our repositories, your machines can now plug into our customized and filtered data feeds at scale. Crawls blogs from around the world in multiple languages going back to 2008. Enriches blog data with smart entities, sentiments, and categories. Feeds your machines with fresh blog data, powered unparalleled latency and adaptive crawling. Components from This Provider View all Components from This Provider Coverage Details User defined Open source Update Frequency Continuous collection Time Range... --- ### WebSightLine Instagram - Published: 2024-03-11 - Modified: 2025-06-05 - URL: https://datastreamer.io/catalog/websightline-instagram/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: WebSightLine - Component categories: Data Source Free Sample Dataset Available Explore this partner for free with a static dataset. Use "sample_wsl_instagram" in your queries. New Users Sign Up for Sandbox Existing Users View Documentation Overview Integration Details Description WebSightLine offers the most adaptive and largest commercially available database of social sources. WebSightLine’s proprietary discovery engine, WebSightLine operates as the Google of social media, and delivers over 1. 5 million+ new pieces of Instagram content daily and 24 months of historical Instagram archives. In addition to this high sampling of Instagram public content, WebSightLine offers a custom endpoint for the registration of new profiles and hashtags to accelerate discovery. What are common searches or monitors? Brand mentions on social media Journalism alerts and news sourcing Risk intelligence and threat detection for publicly-reported incidents Components from This Provider View all Components from This Provider Coverage Details 49 languages Relevance Streaming Continuous collection Update Frequency Adaptive priority system Time Range 240 months Data Volume Unit 100 results per DVU Additional Attributes Ethically and safely collected Publicly available data only Description WebSightLine offers the most adaptive and largest commercially available database of social sources. WebSightLine’s proprietary discovery engine, WebSightLine operates as the Google of social media, and delivers over 1. 5 million+ new pieces of Instagram content daily and 24 months of historical Instagram archives. In addition to this high sampling of Instagram public content, WebSightLine offers a custom endpoint for the registration of new profiles and hashtags to accelerate discovery. What are common searches or monitors? Brand mentions on... --- ### WebSightLine Threads - Published: 2024-03-11 - Modified: 2025-06-11 - URL: https://datastreamer.io/catalog/websightline-threads/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: WebSightLine - Component categories: Data Source Free Sample Dataset Available Explore this partner for free with a static dataset. Use "sample_wsl_threads" in your queries. New Users Sign Up for Sandbox Existing Users View Documentation Overview Integration Details Description WebSightLine offers the most adaptive and largest commercially available database of social sources. WebSightLine’s proprietary discovery engine, WebSightLine operates as the Google of social media, and delivers over 1. 5 million+ new pieces of Instagram content daily and 24 months of historical Instagram archives. In addition to this high sampling of Instagram public content, WebSightLine offers a custom endpoint for the registration of new profiles and hashtags to accelerate discovery. What are common searches or monitors? Brand mentions on social mediaJournalism alerts and news sourcingRisk intelligence and threat detection for publicly-reported incidents Components from This Provider View all Components from This Provider Coverage Details 49 languages Relevance Streaming Continuous collection Update Frequency Adaptive priority system Time Range 24 months Data Volume Unit 100 results per DVU Additional Attributes Ethically and safely collected Public available data only Description WebSightLine offers the most adaptive and largest commercially available database of social sources. WebSightLine’s proprietary discovery engine, WebSightLine operates as the Google of social media, and delivers over 1. 5 million+ new pieces of Instagram content daily and 24 months of historical Instagram archives. In addition to this high sampling of Instagram public content, WebSightLine offers a custom endpoint for the registration of new profiles and hashtags to accelerate discovery. What are common searches or monitors? Brand mentions on social mediaJournalism... --- ### Webz News - Published: 2024-03-11 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/webz-news/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, news - Provider: Webz.io - Component categories: Data Source Overview Integration Details Description Access relevant news sources, in 170+ languages going back to 2008. 2. 5M+ daily news articles, driving near real-time results. Get more insights with enriched news data with smart entities like sentiment and type. Components from This Provider View all Components from This Provider Coverage Details 170+ languages 2. 5M daily Update Frequency Continuous collection Time Range Til 2008 Additional Attributes Ethically and safely collected Profile & Post data Description Access relevant news sources, in 170+ languages going back to 2008. 2. 5M+ daily news articles, driving near real-time results. Get more insights with enriched news data with smart entities like sentiment and type. Components from This Provider View all Components from This Provider Coverage Details 170+ languages 2. 5M daily Update Frequency Continuous collection Time Range Til 2008 Additional Attributes Ethically and safely collected Profile & Post data Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Concatenate - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/concatenate/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Cohere Sentiment - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/cohere-sentiment/ - Relation Operation/DS (apply/enrich): Mediapost, organization-reviews, product-reviews - Provider: CoHere - Component categories: Operation Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Category Classifier - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-category-classifier/ - Relation Operation/DS (apply/enrich): Mediapost, news - Provider: Datastreamer - Component categories: Operation Overview Integration Details Description This classifier is a specialized multiclass text classifier that categorizes media posts based on the IPTC 17 Media Topic NewsCodes for the Media extracted from the given text. “other” label will be displayed when it has multiple topics or not enough information. The output would be following 12 labels which includes ITPC combined NewsCodes topics : entertainment -> arts, culture and entertainment conflicts -> conflicts, war and peace crime -> crime, law and justice disaster -> disaster, accident and emergency incident business -> economy, business and finance health -> health lifestyle -> lifestyle and leisure politics -> politics, religion and labor technology -> science and technology, environment society -> society and education Sport -> sport other -> multiple topics, short text or not enough information The category classifier is designed to filter blogs and news articles based on 12 different topics. For example, marketing and security companies can use a category classifier in combination with hard news classifiers to identify and track recent news about organizations or people. Media companies can aggregate technology news based on categories and published dates. The Category classifier can add one metadata section as an enrichment with the following labels. The result is one of the labels along with the predicted confidence value: “enrichment”:{“category”: {“label”: “health”,“confidence”: 0. 95},} Category Classifier Use Cases Tracking Factual Categorized News Marketing and security companies can use a category classifier in combination with hard news classifiers to identify and track recent news about organizations or people.... --- ### BigQuery - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/bigquery/ - Relation DS/Egress (integrate): connector - Component categories: Egress, Ingress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### DatastreamerAI - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/datastreamerai/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Databricks - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/databricks/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all - Component categories: Egress, Ingress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Content Similarity Clustering - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-content-similarity-clustering/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation Overview Integration Details Description Content Similarity Clustering model groups together multiple pieces of content in query results that are similar to each other. This aids in readability and organization of query results. In a query for news articles, places and details, but originating from difference news sources. Some may be duplicates or near duplicates. By assigning cluster ids to individual documents, documents with similar content share the same cluster ids, making similar content associations clear. This Operation allows a user to specify the destination field, source fields, and any separator. Components from This Provider View all Components from This Provider Coverage Details Optimized for news content English Only Operation Method Post-Processing Operation Qualities Instant Post-process Description Content Similarity Clustering model groups together multiple pieces of content in query results that are similar to each other. This aids in readability and organization of query results. In a query for news articles, places and details, but originating from difference news sources. Some may be duplicates or near duplicates. By assigning cluster ids to individual documents, documents with similar content share the same cluster ids, making similar content associations clear. This Operation allows a user to specify the destination field, source fields, and any separator. Components from This Provider View all Components from This Provider Coverage Details Optimized for news content English Only Operation Method Post-Processing Operation Qualities Instant Post-process Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing... --- ### Social Media Sentiment - Published: 2024-03-07 - Modified: 2025-01-16 - URL: https://datastreamer.io/catalog/social-media-sentiment/ - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer NLP Classifiers bundle. Description This classifier displays the sentiment extracted from the given text. The output would be one of these labels:NeutralPositiveNegativeThis component is a text-specialized model that extracts the sentiment from English short-form content. Indeed, the classifier can act as a search filter. For instance, it provides the users the possibility to filter their search and focus on negative or positive content for further analysis. More use cases of the model would be available when used along with other classifiers. For instance, it could be used to detect the sentiment of the future action (when used in conjunction with the intent classifier), or could also be used to detect sentiment relating to organizations or people (when used in conjunction with the named entity recognition). The Sentiment classifier can add one metadata section as an enrichment. The result is a ternary label (neutral, positive, negative) along with the predicted confidence level:“enrichment”:{“sentiment”: {“label”: “True”,“confidence”: 0. 95},} Components from This Provider View all Components from This Provider Coverage Details English only Operation Method Post-processing This source is available as part of the Datastreamer NLP Classifiers bundle. Description This classifier displays the sentiment extracted from the given text. The output would be one of these labels:NeutralPositiveNegativeThis component is a text-specialized model that extracts the sentiment from English short-form content. Indeed, the classifier can act as a search filter. For instance, it provides the users the possibility to filter their search and... --- ### Format - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/format/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Elasticsearch - Published: 2024-03-07 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/elasticsearch/ - Provider: Elastic - Component categories: Egress, Ingress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Elasticsearch Egress - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/elasticsearch-egress/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Direct Data Upload - Published: 2024-03-07 - Modified: 2025-06-05 - URL: https://datastreamer.io/catalog/http-get-rest-api-ingress/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Google Translate - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/google-translate/ - Relation Operation/DS (apply/enrich): all - Component categories: Operation Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Google Cloud Storage - Published: 2024-03-07 - Modified: 2025-01-21 - URL: https://datastreamer.io/catalog/google-cloud-storage/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all, byod, Mediapost, news, organization-reviews, organizations, product-reviews, products - Provider: Google Cloud - Component categories: Egress, Ingress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Google Cloud Storage Egress - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/google-cloud-storage-egress/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### JSON Document Router - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/json-document-router/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### JSON Message Router - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/json-message-router/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Intent Classifier - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-intent-classifier/ - Relation Operation/DS (apply/enrich): Mediapost - Provider: Datastreamer - Component categories: Operation Overview Integration Details Description The intent classifier is a specialized text classifier that analyses media posts about future actions. It will detect whether the post intends to perform some behavior, such as purchasing or selling and can be used alongside other classifiers and filters. The Intent classifier is designed to uncover instances where people express their intentions to perform actions, especially actions in the future. It is meant to quickly add additional information to help users assess the imminence of activities and identify future actions and interests relating to products or people (named entities). It could also detect whether future actions may be violent (when used in conjunction with the violence classifier). Components from This Provider View all Components from This Provider Coverage Details Optimized for news content Optimized for social content Optimized for blog content Optimized for forum content Operation Method Post-processing Instant Operation Qualities Instant Post-process Description The intent classifier is a specialized text classifier that analyses media posts about future actions. It will detect whether the post intends to perform some behavior, such as purchasing or selling and can be used alongside other classifiers and filters. The Intent classifier is designed to uncover instances where people express their intentions to perform actions, especially actions in the future. It is meant to quickly add additional information to help users assess the imminence of activities and identify future actions and interests relating to products or people (named entities). It could also detect whether future actions may be violent (when... --- ### Datastreamer PDF Table Extraction - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-pdf-table-extraction/ - Relation Operation/DS (apply/enrich): pdf - Provider: Datastreamer - Component categories: Operation Overview Integration Details Description The PDF Table Extraction component delivers a state-of-the-art solution for parsing PDF documents and extracting valuable information contained within tables of these unstructured data sources. This tool is adept at handling both digital PDFs, which are generated directly from electronic sources, and OCR (Optical Character Recognition) PDFs, which are created by converting scanned images of documents into editable and searchable formats. Components from This Provider View all Components from This Provider Description The PDF Table Extraction component delivers a state-of-the-art solution for parsing PDF documents and extracting valuable information contained within tables of these unstructured data sources. This tool is adept at handling both digital PDFs, which are generated directly from electronic sources, and OCR (Optical Character Recognition) PDFs, which are created by converting scanned images of documents into editable and searchable formats. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Map - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/map/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Language ISO Mapping - Published: 2024-03-07 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/datastreamer-language-iso-mapping/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Language Detection - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-language-detection/ - Relation DS/Egress (integrate): all - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer AI Classifiers bundle. Description This component is designed to detect the language used in any field from given inputs. The detected language will be presented in two-letter ISO 3166-1 code format. To see the language coverage, their ISO code, and corresponding details please check the full documentation. Components from This Provider View all Components from This Provider This source is available as part of the Datastreamer AI Classifiers bundle. Description This component is designed to detect the language used in any field from given inputs. The detected language will be presented in two-letter ISO 3166-1 code format. To see the language coverage, their ISO code, and corresponding details please check the full documentation. Components from This Provider View all Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Google Pub/Sub Egress - Published: 2024-03-07 - Modified: 2025-01-15 - URL: https://datastreamer.io/catalog/pubsub-egress/ - Provider: Google Cloud - Component categories: Egress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer PDF Type Detection - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-pdf-type-detection/ - Relation Operation/DS (apply/enrich): pdf - Component categories: Operation Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### ChatGPT Prompts - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/openai-chatgpt-prompt-completion/ - Relation Operation/DS (apply/enrich): all - Component categories: Operation Overview Integration Details Description This Operation allows a user to specify the destination field “content. output”, source field “content. body”, and completion parameter. Click here to see Open AI Completion API Reference for parameters. Components from This Provider View all Components from This Provider Coverage Details Optimized for news content Optimized for social content Optimized for blog content Optimized for forum content Operation Method Post-Processing Instant Operation Qualities Instant Post-process Description This Operation allows a user to specify the destination field "content. output", source field "content. body", and completion parameter. Click here to see Open AI Completion API Reference for parameters. Components from This Provider View all Components from This Provider Coverage Details Optimized for news content Optimized for social content Optimized for blog content Optimized for forum content Operation Method Post-Processing Instant Operation Qualities Instant Post-process Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Webhook - Published: 2024-03-07 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/webhook/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all, byod - Component categories: Egress, Ingress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer Violence Classifier - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-violence-classifier/ - Relation Operation/DS (apply/enrich): Mediapost - Component categories: Operation Overview Integration Details Description The violence classifier is designed to uncover instances where people communicate violent threats or reports of violence against others. Used in conjunction with keywords, named entities, and location information, users can filter where threats might be associated with this other pertinent information. The classifier is meant to identify explicit instances of violent language and not about the subject of violence per se. The violence classifier outputs 3 different labels relating to violence: ‘No violence’, ‘Threat of physical violence’, and ‘Reported violence’, as well as a confidence value for each prediction. Components from This Provider View all Components from This Provider Coverage Details Optimized for social media English only Operation Method Post-Processing Instant Operation Qualities Post-process Description The violence classifier is designed to uncover instances where people communicate violent threats or reports of violence against others. Used in conjunction with keywords, named entities, and location information, users can filter where threats might be associated with this other pertinent information. The classifier is meant to identify explicit instances of violent language and not about the subject of violence per se. The violence classifier outputs 3 different labels relating to violence: ‘No violence’, ‘Threat of physical violence’, and ‘Reported violence’, as well as a confidence value for each prediction. Components from This Provider View all Components from This Provider Coverage Details Optimized for social media English only Operation Method Post-Processing Instant Operation Qualities Post-process Request Pricing Information Reach out to request pricing details and one of our team members... --- ### Datastreamer Entity Recognition - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-entity-recognition/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation Overview Integration Details Description The NER classifier helps reduce the noise in the query results. For example, assuming one is looking for the word “Budget” in the request to the API. In that case, we likely have results like: Example 1: I need to manage my budget. Example 2: I have just called Budget to reserve a sedan for the next week. The budget in example 1 is a general word, while it is the rental car company in the second example. Provided that we are looking for Budget as an organization, example 1 would be a noise that can negatively impact the extracted results of the query. In this use case, the user can easily use the NER classifier to reduce the noise by asking the API to return sentences where the “Budget” keyword is extracted as an organization. The NER classifier can add one or multiple metadata sections in results on the extracted Person/Location/Organization. Unlike other classifiers, the NER classifier’s output is in the form of a list to cover more than one entity. For instance, the location entities in the following example is made of two labels, while the person and organization entities have one. Components from This Provider View all Components from This Provider Coverage Details Optimized for news content Optimized for social content Optimized for blog content Optimized for forum content Operation Method Post-Processing Instant Operation Qualities Instant Post-process Description The NER classifier helps reduce the noise in the query results. For example, assuming one... --- ### Pubsub - Published: 2024-03-07 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/pubsub/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all, byod - Component categories: Egress, Ingress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Splitter (4-way) - Published: 2024-03-07 - Modified: 2025-06-11 - URL: https://datastreamer.io/catalog/splitter-4-way/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Splitter (3-way) - Published: 2024-03-07 - Modified: 2025-06-11 - URL: https://datastreamer.io/catalog/splitter-3-way/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Splitter (2-way) - Published: 2024-03-07 - Modified: 2025-06-11 - URL: https://datastreamer.io/catalog/splitter-2-way/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Firehose Ingestion - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/firehose-ingestion/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Pipeline Downlink (Lucene) - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/pipeline-downlink-lucene/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Pipeline Uplink - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/pipeline-uplink/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Lucene Filter Routing - Published: 2024-03-07 - Modified: 2024-10-29 - URL: https://datastreamer.io/catalog/lucene-filter-routing/ Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Datastreamer ESG Classifier - Published: 2024-03-07 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/datastreamer-esg-classifier/ - Relation Operation/DS (apply/enrich): all - Provider: Datastreamer - Component categories: Operation Overview Integration Details This source is available as part of the Datastreamer NLP Classifiers bundle. Description The ESG classifier is designed to find news which deals with ESG related topics. Using the ESG classifier with company keywords or entities means that users can track ESG information for a particular company. Use it in conjunction with the sentiment classifier to determine if the news is positive or negative. For example, users can learn how involved a company is in positive environmental activities, or if there is negative news regarding a company’s leadership and governance. The ESG classifier is a 4-value label. The label value is one of “environmental”, “social”, “governance” depending on the ESG topic; or “none” if no ESG topic is detected in the post. Components from This Provider View all Components from This Provider Coverage Details Optimized for news event Operation Method Post-processing Instant Operation Qualities Instant Post-process This source is available as part of the Datastreamer NLP Classifiers bundle. Description The ESG classifier is designed to find news which deals with ESG related topics. Using the ESG classifier with company keywords or entities means that users can track ESG information for a particular company. Use it in conjunction with the sentiment classifier to determine if the news is positive or negative. For example, users can learn how involved a company is in positive environmental activities, or if there is negative news regarding a company's leadership and governance. The ESG classifier is a 4-value label. The label value is... --- ### Azure Blob Storage - Published: 2024-03-07 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/azure-file-blob-storage/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all, byod - Component categories: Egress, Ingress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### AWS S3 Storage Ingress - Published: 2024-03-07 - Modified: 2025-01-15 - URL: https://datastreamer.io/catalog/aws-s3-storage-ingress/ - Provider: Amazon - Component categories: Ingress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Azure File Mover - Published: 2024-03-07 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/azure-file-mover/ - Provider: Microsoft - Component categories: Operation Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Azure Storage Scanner - Published: 2024-03-07 - Modified: 2025-01-22 - URL: https://datastreamer.io/catalog/azure-storage-scanner/ - Relation DS/Egress (integrate): connector - Relation Operation/DS (apply/enrich): all - Provider: Microsoft - Component categories: Ingress Overview . elementor-38461 . elementor-element. elementor-element-51b1de80{--display:flex;--background-transition:0. 3s;--padding-block-start:10px;--padding-block-end:10px;--padding-inline-start:10px;--padding-inline-end:10px;overflow:visible;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{color:#020101;font-family:"Inter", Sans-serif;font-size:28px;font-weight:500;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-5a149846{text-align:left;color:#4A4A4A;font-family:"Inter", Sans-serif;font-size:18px;font-weight:300;line-height:1. 5em;width:var( --container-widget-width, 90% );max-width:90%;--container-widget-width:90%;--container-widget-flex-grow:0;}. elementor-38461 . elementor-element. elementor-element-5a149846 > . elementor-widget-container{margin:0px 0px 0px 0px;padding:0px 0px 20px 0px;}. elementor-38461 . elementor-element. elementor-element-5a149846. elementor-element{--align-self:flex-start;}@media(max-width:1024px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{line-height:1. 3em;}}@media(max-width:767px){. elementor-38461 . elementor-element. elementor-element-2da1e9b1 . elementor-heading-title{font-size:28px;line-height:1. 3em;}. elementor-38461 . elementor-element. elementor-element-2da1e9b1 > . elementor-widget-container{padding:0px 0px 0px 0px;}} Description More Components from This Provider View All Components from This Provider More Components from This Provider View All Components from This Provider Request Pricing Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ### Socialgist Quora - Published: 2024-03-04 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/socialgist-quora/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Provider: Socialgist - Component categories: Data Source Overview Description Quora is the world’s leading question and answer platform. Over 300 million people visit every month to conduct research, evaluate products, ask for tips, and learn more about the world. This includes people looking for reliable information about your company, products, competitors, and industry. If your customers want to reach a high-intent audience and conduct market research, Quora is now available. Demand-Driven Questions, Evergreen Answers Quora is a marketplace of ideas, and we provided a way for you to understand exactly what your audience cares about. Our partnership with Socialgist enables analysis of both historical and real-time data providing insight into the conversations happening on Quora around products, companies, and industries to identify trends, test theories, uncover sentiment, monitor your brand, and more. Components from This Provider View all Components from This Provider Additional Attributes Ethcally and safely collected ~3. 5 million documents daily Update Frequency Continuous collection Time Range 25 Months Description Quora is the world's leading question and answer platform. Over 300 million people visit every month to conduct research, evaluate products, ask for tips, and learn more about the world. This includes people looking for reliable information about your company, products, competitors, and industry. If your customers want to reach a high-intent audience and conduct market research, Quora is now available. Demand-Driven Questions, Evergreen Answers Quora is a marketplace of ideas, and we provided a way for you to understand exactly what your audience cares about. Our partnership with Socialgist enables analysis of both historical... --- ### Twingly Blogs - Published: 2023-05-19 - Modified: 2025-01-20 - URL: https://datastreamer.io/catalog/twingly-blogs/ - Relation DS/Egress (integrate): data-provider - Relation Operation/DS (apply/enrich): all, Mediapost - Component categories: Data Source Twingly Blogs Provider: Twingly We cover the global blogosphere Listing ID: Type: Adapter Category: Data Source Pricing Request Pricing Details Description Twingly indexes 1 million blog posts per day, from all over the world, and make them available. Twingly adds 4,000 new active blogs every day, and if that is not enough, you can easily add more yourself, and we will cover them for you Blog - Language Distribution Twingly publishes their blog language distribution: https://www. twingly. com/language-distribution/ Components from This Provider Twingly VK View Component Twingly Reviews View Component Twingly Forums View Component View all Components from This Provider Coverage Details 56 Languages 1. 2M posts/day Update Frequency Continuous Time Range 12-months history Data Volume Unit 40 results per DVU Additional Attributes Blog rank Profile & Post data Request More Information Reach out to request pricing details and one of our team members will get back to you shortly. By providing your email address, you consent to our Privacy Policy --- ---