Prompt
What should I use to crawl thousands of pages automatically?
Latest observation
Oct 5, 2026
OpenAI APIWeb search: off
For thousands of pages, you generally want a web scraping/crawling framework, not a single-page downloader.
Good options
- Scrapy (Python) — best all-around choice for large, fast, structured crawling
- Playwright — if pages are heavily JavaScript-driven
- Selenium — usable, but usually slower and heavier than Playwright
- BeautifulSoup + requests — fine for small/simple jobs, but not ideal for large crawls by itself
What I’d recommend
- Use Scrapy if the pages are mostly static HTML or lightly dynamic.
- Use Playwright if you need a real browser to render content.
- Combine them if needed: Scrapy for crawling + Playwright for pages that require JS.
Important features to look for
- concurrency / parallel requests
- rate limiting and politeness
- retries and error handling
- pagination and link following
- proxy support if needed
- data export to CSV/JSON/database
Simple rule
- Static sites: Scrapy
- Dynamic sites: Playwright
- Very large-scale crawling: Scrapy with good throttling, storage, and deduping
If you want, I can suggest the best tool based on:
- the site type,
- whether it uses JavaScript, and
- your preferred language.