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Firecrawl vs ScrapingBee 2026: API Scraping Services Compared

· 2 min read
Yassine El Haddad
Software Developer & Automation Specialist

I build production AI agents, web scrapers, and automation pipelines. Most of what I publish here comes from the actual problems they run into: proxies that get banned, anti-bot stacks that fingerprint your client, RAG that drifts when the underlying data moves. Stack: Python, TypeScript, Go, FastAPI, LangChain, Crawlee, Playwright, deployed on AWS, GCP, and Cloudflare.

ScrapingBee is a proxy API that returns raw HTML with JavaScript rendering and anti-bot bypass. Firecrawl returns LLM-ready markdown, structured extraction, and crawl/map. Firecrawl wins for AI pipelines and markdown; ScrapingBee wins for raw HTML, JS rendering, and proxy rotation when you parse yourself.

Try Firecrawl →

Side-by-Side

DimensionFirecrawlScrapingBee
Primary outputMarkdown, JSONRaw HTML
LLM-readyYes (native)No (you parse)
Structured extractionYes (schema/prompt)No
Crawl / mapYesNo
JS renderingYesYes (core strength)
Proxy rotationModerateYes (residential, etc.)
Entry price$16/mo (3k credits)$49/mo (~250k credits)

When to Choose Firecrawl

  • Need markdown or structured JSON for LLMs
  • Building RAG, research assistants, content pipelines
  • Want crawl, map, batch in one API
  • Prefer credit-based pricing

When to Choose ScrapingBee

  • Need raw HTML for custom parsers
  • Heavy anti-bot sites (residential proxies)
  • JS-heavy SPAs where you control extraction
  • Already have parsing logic

Pricing Snapshot (2026)

FirecrawlScrapingBee
Free500 credits1,000 API calls
Entry$16/mo (3k)$49/mo (250k)
Mid$83/mo (100k)$99/mo (1M)

ScrapingBee charges per API call; credits multiply for JS rendering (e.g. 5×) and premium proxies (10–25×). Firecrawl: 1 credit ≈ 1 page for scrape/crawl.

Can You Use Both?

Yes. Firecrawl for LLM workflows; ScrapingBee when you need raw HTML and proxy rotation for tough targets.

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Next step

For enterprise proxy needs, see Bright Data.

Frequently Asked Questions

For LLM pipelines and markdown, Firecrawl. For raw HTML and proxy rotation, ScrapingBee.

Firecrawl has lower entry ($16 vs $49). Compare per-page cost for your volume and features.

No. ScrapingBee returns raw HTML. You parse and convert. Firecrawl returns markdown natively.

When targets block datacenter IPs. Residential proxy rotation helps with anti-bot.

Common mistakes and fixes

Need raw HTML for custom parsing

Use ScrapingBee or Firecrawl with formats: ['html']. Firecrawl also returns markdown natively.