Crawlee vs ScrapeGraphAI

Detailed side-by-side comparison to help you choose the right tool

Crawlee

🔴Developer

Web Scraping & Browser Automation

Open-source web scraping and browser automation library from Apify, in Node.js and Python, designed for reliable production crawlers.

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Starting Price

Custom

🔴Developer

Web Scraping & Browser Automation

AI-native web scraping API and Python library that extracts structured data from any website without proxies, selectors, or maintenance.

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Starting Price

Custom

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Feature	Crawlee	ScrapeGraphAI
Category	Web Scraping & Browser Automation	Web Scraping & Browser Automation
Pricing Plans	6 tiers	6 tiers
Starting Price
Key Features

✓Truly production-grade — request queues survive restarts, not just toy demos
✓Apache 2.0 means zero license risk for commercial use
✓Same code scales from laptop to cloud fleet with no rewrite
✓Optional Apify platform gives a clean migration path off self-hosting
✓Active maintenance + large community — answers exist for almost every edge case

✗API surface is large — learning curve is steeper than `requests + BeautifulSoup`
✗Headless browser modes need real RAM and CPU at scale
✗No built-in semantic/AI extraction — pair with AgentQL, Firecrawl, or a custom LLM step
✗Apify managed costs can creep up if you accidentally enable residential proxies for everything

✓16k+ stars and active community make it the safest open-source bet in LLM scraping
✓MIT license is a genuine escape hatch — self-host the same code that runs the cloud
✓Schema-first design produces typed output ready to drop into a vector store or DB
✓Official MCP server means Claude Desktop can scrape structured data with zero glue code

✗Every page costs LLM tokens, so large crawls get expensive faster than selector-based tools
✗Higher latency per page than a hand-tuned Selenium or Playwright script
✗Aggressive anti-bot defenses still beat any scraper some percentage of the time
✗You bring your own orchestration for very large or scheduled crawls

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