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Scrapling

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

Model APIsFreeFree tier
Type
Open Source
Visit Website GitHub (42.4k stars)

About Scrapling

Scrapling is an adaptive web scraping framework for Python that handles everything from a single request to a full-scale crawl. Its parser learns from website changes and automatically relocates elements when pages update. It bypasses anti-bot systems like Cloudflare Turnstile out of the box using stealth fetchers. The built-in spider framework supports concurrent, multi-session crawls with pause/resume, streaming, and automatic proxy rotation. Scrapling offers HTTP requests with browser TLS fingerprint impersonation, dynamic loading via Playwright/Chrome, and session management. It is designed for both simple scraping tasks and complex enterprise crawling pipelines.

Key Features

Adaptive parser that automatically relocates elements when websites change
Anti-bot bypass for Cloudflare Turnstile and other systems
Scrapy-like Spider API with async callbacks and concurrent crawling
Multi-session support for HTTP requests and headless browsers in one spider
Pause/resume with checkpoint-based persistence
Streaming mode with real-time stats for long-running crawls
Built-in export to JSON and JSONL
Development mode caching responses to disk for faster iteration

Pros & Cons

Pros
  • Adaptive parsing survives website redesigns
  • Bypasses Cloudflare Turnstile and other anti-bot measures out of the box
  • Supports both static HTTP requests and dynamic headless browsing
  • Full spider framework with pause/resume and streaming
  • Open source and free
Cons
  • Requires Python knowledge
  • Primarily designed for Python; not available in other languages
  • May have a learning curve for users new to async programming or scraping frameworks

Best For

Extracting product data from e-commerce sitesMonitoring website changes and price updatesBuilding scalable data pipelines with concurrent crawlingScraping JavaScript-heavy pages with headless browser automationAutomating data collection for research or analytics

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FAQ

Does Scrapling bypass Cloudflare Turnstile?
Yes, the StealthyFetcher and DynamicFetcher can easily bypass all types of Cloudflare's Turnstile/Interstitial with automation.
Can I use Scrapling for large-scale crawling?
Yes, the spider framework supports concurrent crawling, multi-session management, pause/resume, and streaming for long-running crawls.
Is Scrapling free and open source?
Yes, Scrapling is free and open source, licensed under the MIT license.