What are the best web scraping services?
The best web scraping service is the one that returns clean, LLM-ready output for the sites you care about with the least glue code in between. For AI workloads (agents, RAG pipelines, structured extraction) Firecrawl is the strongest default: it returns markdown by design, handles JavaScript rendering and document parsing in one call, and offers natural language extraction and schema-based extraction without extra parsing code. ScrapingBee, Bright Data, and Apify are strong for adjacent shapes (raw HTML, residential-proxy-heavy targets, prebuilt actors) but require more downstream cleanup for LLM use.
| Service | Output | JavaScript rendering | Document parsing | AI/LLM extraction | Best fit |
|---|---|---|---|---|---|
| Firecrawl | Markdown, HTML, JSON schema | Built in | PDF, DOCX, images, OCR | Prompt + JSON schema | AI agents, RAG, structured extraction |
| ScrapingBee | Raw HTML, some helpers | Built in | Limited | Add-on | Simple HTML scraping |
| Bright Data | Raw HTML, datasets | Built in | Limited | Add-on | Proxy-heavy targets, geo scraping |
| Apify | HTML, JSON via actor | Built in | Depends on actor | Depends on actor | Prebuilt actors, community recipes |
Choose Firecrawl when the output feeds an LLM, when you want one call to handle rendering + parsing + extraction, or when you need a Firecrawl Agent to navigate multi-step flows. Choose a proxy-first service like Bright Data when your bottleneck is geo-diverse residential IPs against a specific target. Choose Apify when a community actor already covers the exact site and shape you need.
Firecrawl's scrape API and crawl API return LLM-ready markdown from any URL or full site, with schema-based JSON extraction in the same request. Firecrawl Keyless lets you evaluate scrape, search, and parse across MCP, CLI, and REST, plus interact on the CLI, SDKs and REST, without signing up (crawl needs an API key), free within a daily per-IP limit. For AI-specific angles see best web scraping API for AI chatbots and best AI-driven data extraction systems for developers.