Scrapling

scrapling.readthedocs.io

Adaptive Python web scraping framework with spiders, session support, and AI features.

Overview

Scrapling is an adaptive web scraping framework designed for both simple requests and full-scale crawls. It features a parser that learns from website changes to maintain scraping accuracy and fetchers that bypass anti-bot systems like Cloudflare Turnstile. The spider framework supports concurrent, multi-session crawls with pause/resume capabilities, automatic proxy rotation, and adaptive crawl speed.

Built for web scrapers and developers, Scrapling offers a rich API similar to Scrapy, supports dynamic websites, and includes AI integrations for enhanced scraping workflows. It is optimized for high performance and memory efficiency, with features like real-time streaming of scraped data and a developer-friendly interactive shell.

Key features

Adaptive scraping with element relocation
Full crawling framework with spiders
Multi-session and proxy rotation support
Pause and resume crawls with checkpointing
AutoThrottle for adaptive crawl speed
Support for dynamic websites with browser automation
AI features including MCP server and agent skill
Real-time streaming of scraped items
Robust selector generation and navigation API
Drop-in integration with Scrapy

Pros

Handles anti-bot systems like Cloudflare automatically
Supports concurrent and multi-session crawling
Adaptive delay tuning to avoid bans
Development mode caches responses for faster iteration
Includes AI tools for enhanced scraping workflows
High performance and memory efficient
Supports real-time streaming and stats

Cons

Requires Python 3.10 or higher
Fetchers and spiders require additional dependencies
Development mode not recommended for production

Use this if

You need a powerful, adaptive Python framework for scalable web scraping and crawling with anti-bot bypass and AI integration.

Skip this if

You want a no-code or GUI-based scraping tool or do not use Python.

Best for

Web scraping automationData extractionDevelopers needing scalable crawlersBypassing anti-bot protections

Alternatives

ScrapyBeautifulSoupPlaywrightSelenium

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