Comparing
HTML and XML parsing library for extracting data from web pages with a simple Pythonic API.
Fast, batteries-included web scraping and crawling framework for Python.
| Metric | beautifulsoup4 | Scrapy |
|---|---|---|
| Ecosystem | Python | Python |
| Difficulty | Beginner ✓ | Intermediate |
| Weekly downloads | 9.0M↑ | 1.4M |
| Latest version | v4.12.3 | v2.11.2 |
| Recipes | 2 | 2 |
beautifulsoup4 only
Shared
Scrapy only
Scraping static HTML pages, extracting data from email templates, parsing HTML in tests, processing XML feeds, cleaning up messy HTML.
Large-scale crawling, production spiders that run regularly, structured data extraction with pipelines (to DB, CSV, JSON), sites with pagination or login.
JavaScript-rendered pages (use Playwright or Selenium). High-volume scraping at scale (use Scrapy). When the site has a proper API — always prefer the API.
Single-page quick scrapes (use requests+BS4). JavaScript-heavy sites (use Playwright; or scrapy-playwright to integrate). When a proper API exists.
beautifulsoup4
Scrapy