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Scrapling🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!

🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!

42,057 stars
3,805 forks
Python
BSD-3-Clause
ai
ai-scraping
automation
crawler
crawling
crawling-python
Scrapling screenshot

Scrapling

Scrapling is an adaptive web scraping framework that seamlessly scales from single requests to full-scale crawls. It learns from website changes to automatically relocate elements when pages update, bypasses anti-bot systems like Cloudflare Turnstile out of the box, and provides a spider framework for concurrent, multi-session crawls with built-in proxy rotation.

Key Features

  • Adaptive Parsing: Automatically relocates scraped elements when website structures change, eliminating the need for constant maintenance
  • Anti-Bot Bypass: Built-in support for bypassing Cloudflare Turnstile and other anti-bot protection systems with stealth fetchers
  • Scalable Spider Framework: Handle concurrent, multi-session crawls with pause/resume capabilities and automatic proxy rotation
  • Multiple Fetchers: Choose from standard, asynchronous, stealthy, and dynamic fetchers based on your scraping needs
  • Real-Time Streaming: Monitor crawl progress with blazing-fast performance and live statistics
  • CLI & MCP Integration: Access scraping capabilities through command-line tools and AI agent integration

Use Cases

  • Data Collection at Scale: Crawl large websites efficiently with concurrent requests and automatic session management
  • Price Monitoring: Track product prices across e-commerce sites with adaptive parsing that survives design updates
  • Content Aggregation: Gather articles, listings, or other data from multiple sources without constant code maintenance
  • Protected Website Access: Scrape sites with advanced bot protection using built-in anti-detection features

Who Is It For

Scrapling is designed for web scrapers, data engineers, and Python developers who need a robust, low-maintenance scraping solution. Whether you're performing a quick single-page scrape or managing enterprise-level crawls, Scrapling offers the flexibility and features to handle both scenarios without compromises.