Trino
Fast distributed SQL query engine for big data analytics.
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Data Querying
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Data Federation
Bright Data
4.7
Paid Highly praised for its massive IP pool and ability to bypass sophisticated bot detection, though some users find the technical learning curve and pricing on the higher end.
The world's leading web data platform for automated extraction and AI-ready datasets.
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Refined 2/22/2026
About Bright Data
Bright Data is the industry-standard technical infrastructure for high-scale web data acquisition, positioned in 2026 as the primary data provider for LLM fine-tuning and real-time AI agents. Its architecture transitions beyond simple proxy rotation into a full-stack automated data ecosystem. The platform features the 'Scraping Browser,' a headful browser hosted on Bright Data's infrastructure that handles all bypass logic (CAPTCHAs, finger-printing) natively, allowing developers to treat the web as a structured database. Its technical moat is built on a massive residential proxy network of over 72 million IPs and an ethical compliance framework that ensures GDPR/CCPA adherence. In the 2026 market, Bright Data serves as the essential 'ingestion layer' for enterprises building proprietary AI models, providing both the tools for custom scraping and pre-built, high-fidelity datasets. The platform supports complex multi-step workflows, from automated SERP tracking to dynamic e-commerce price monitoring, all manageable via a centralized API or a low-code Web Scraper IDE.
Core Capabilities
Bright Data is the industry-standard technical infrastructure for high-scale web data acquisition, positioned in 2026 as the primary data provider for LLM fine-tuning and real-time AI agents.
