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Fast async web crawler & scraping framework, supporting deduplication, and extensible middleware.

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PyPI Version PyPI - Python Version Codecov

qcrawl is a fast async web crawling & scraping framework for Python to extract structured data from web-pages. It is cross-platform and easy to install via pip, conda, or OS packages.

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Libraries comparison

Attribute qCrawl ⭐ Scrapy Playwright Colly
Language Python Python Node.js, Python, Java Go
Concurrency model Asyncio native with threads for I/O work Evented (Twisted) with non‑blocking I/O Isolated contexts within browser instance + multiple browser instances Goroutines (lightweight threads)
Queue Priority queue with FIFO tiebreak, memory, [disk,] redis backends Priority queue with FIFO/LIFO tiebreak, memory and disk backends No built-in crawl queue (user-managed) FIFO with memory and file backends
Middleware & hooks Downloader + Spider middlewares; signal-driven lifecycle hooks Downloader + Spider middlewares; signal-driven lifecycle hooks Hooks and interception API; not pipeline-centric Middleware-style callbacks
Crawl throttling Per-domain concurrency with configurable delay Per-domain concurrency with configurable delay Controlled via browser sessions Per-host concurrency
Strengths Lightweight, high-throughput, easy to extend Very mature ecosystem and community, easy to extend Real browser rendering, JS support, robust for SPA sites Extremely high throughput, low memory use

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