Scrapy
Leading#2 in Open sourcehigh confidence
The classic, most battle-tested production Python crawling framework (~63.4k★) — unmatched for large, structured crawls at scale.Our read
Why it ranks #2
~63.4k★, maintained by Zyte and estimated to power a large share of production scraping projects; named the production default for large-scale Python crawling in every 2026 roundup (Firecrawl, Scrapfly, Apify).Here is the catch
no native JS rendering — needs scrapy-playwright/Splash
steeper learning curve
Twisted foundation is at odds with the ecosystem's asyncio shift
Does this well
battle-tested at scale for static-HTML crawls
complete batteries-included framework, not just a parser
huge mature community and extensive docs
Pricing
Checked by hand on 2026-07-23. Prices in this category change often — if this looks wrong, it probably is.
Key features
async crawling framework (Twisted)middleware, pipelines & request schedulingauto-throttle, retries & export feedslarge plugin ecosystem
Quick facts
More in this area
The rest of the Open source column.- 1Crawl4AIThe de-facto king of open-source AI web scraping (~74.8k★) — LLM-friendly crawler turning pages into clean Markdown/JSON for RAG and agent pipelines.
- 3PlaywrightMicrosoft's cross-browser automation (~93k★) — the modern default for scraping JS-heavy, dynamically-rendered sites.
- 4PuppeteerGoogle's headless Chrome automation (~95k★) — ubiquitous and extremely mature for browser-driven scraping.
- 5Beautiful SoupThe universally-adopted Python HTML/XML parser (beautifulsoup4, one of the most-downloaded packages ever) — the default for simple, static-page extraction.
- 6ScraplingFast-rising adaptive Python scraper (~71k★) that auto-heals when sites change and includes Cloudflare bypass — a genuine 2025-26 breakout.
- 7CrawleeApify's all-in-one Node.js scraping library (~25k★) wrapping Puppeteer/Playwright/Cheerio — the strongest JavaScript all-rounder.