A lot of scraping content online is bullshit.
It usually promises things like scrape any website, never get blocked, zero limits. Real life is messier. Different tools solve different problems.
If you want clean markdown for AI pipelines, Firecrawl is useful. If you want structured extraction and LLM-oriented crawling, Crawl4AI is interesting. If you need a battle-tested framework for bigger crawls, Scrapy is still one of the safest bets. If the site is heavily JavaScript-driven, Playwright or Crawlee usually makes more sense than pretending requests-only scraping will magically work. If you want browser-agent style workflows, tools like Browser Use or ScrapeGraph AI are part of that newer category.
Tool list:
- Crawl4AI: https://github.com/unclecode/crawl4ai
- Firecrawl: https://github.com/firecrawl/firecrawl
- Scrapy: https://github.com/scrapy/scrapy
- Crawlee: https://github.com/apify/crawlee
- Playwright: https://github.com/microsoft/playwright
- Browser Use: https://github.com/browser-use/browser-use
- ScrapeGraph AI: https://github.com/ScrapeGraphAI/Scrapegraph-ai
- Katana: https://github.com/projectdiscovery/katana
- Maxun: https://github.com/getmaxun/maxun
Bottom line: stop asking for the one scraper that magically wins everything. Pick the tool that matches the site, the data, the scale, and the workflow.