🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl! Don't be shy, join here: https://discord.gg/EMgGbDceNQ
Scrapling is an adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl.
Its parser learns from website changes and automatically relocates your elements when pages update. Its fetchers bypass anti-bot systems like Cloudflare Turnstile out of the box. And its spider framework lets you scale up to concurrent, multi-session crawls with pause/resume, automatic proxy rotation, and a crawl speed that adapts to how fast each website responds and backs off when it starts blocking you - all in a few lines of Python. One library, zero compromises.
Blazing fast crawls with real-time stats and streaming. Built by Web Scrapers for Web Scrapers and regular users, there's something for everyone.
from scrapling.fetchers import Fetcher, AsyncFetcher, StealthyFetcher, DynamicFetcher
StealthyFetcher.adaptive = True
p = StealthyFetcher.fetch('https://example.com', headless=True, network_idle=True) # Fetch website under the radar!
products = p.css('.product', auto_save=True) # Scrape data that survives website design changes!
products = p.css('.product', adaptive=True) # Later, if the website structure changes, pass adaptive=True to find them!
Or scale up to full crawls
from scrapling.spiders import Spider, Response
class MySpider(Spider):
name = "demo"
start_urls = ["https://example.com/"]
async def parse(self, response: Response):
for item in response.css('.product'):
yield {"title": item.css('h2::text').get()}
MySpider().start()
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🔄 Multi-Session Support: Unified interface for HTTP requests, and stealthy headless browsers in a single spider - route requests to different sessions by ID.
💾 Pause & Resume: Checkpoint-based crawl persistence. Press Ctrl+C for a graceful shutdown; restart to resume from where you left off.
📡 Streaming Mode: Stream scraped items as they arrive via async for item in spider.stream() with real-time stats - ideal for UI, pipelines, and long-running crawls.
🛡️ Blocked Request Detection: Automatic detection and retry of blocked requests with customizable logic.
🚦 AutoThrottle: Stop guessing delays. The spider tunes the delay of each domain on its own from how fast the website responds, then doubles it (or waits what Retry-After asks) whenever the website starts blocking or rate-limiting you, and speeds back up once it stops.
🤖 Robots.txt Compliance: Optional robots_txt_obey flag that respects Disallow, Crawl-delay, and Request-rate directives with per-domain caching.
🧪 Development Mode: Cache responses to disk on the first run and replay them on subsequent runs - iterate on your parse() logic without re-hitting the target servers.
🧩 Ready-made Spider Templates: Skip the boilerplate with CrawlSpider for rule-based link following, SitemapSpider for sitemap/robots.txt-driven crawls, XMLFeedSpider/CSVFeedSpider for iterating XML/RSS and CSV feeds, and ShopifySpider to pull every product out of any Shopify store through its JSON API, one item per variant.
🔗 Link Extraction: A standalone LinkExtractor primitive with allow/deny patterns, domain filters, CSS/XPath scoping, extension filtering, and canonicalization - use it inside the templates or on its own.
📦 Built-in Export: Export results through hooks and your own pipeline or the built-in JSON/JSONL/CSV/XML exporters with result.items.to_json(), to_jsonl(), to_csv(), and to_xml().
Advanced Websites Fetching with Session Support
HTTP Requests: Fast and stealthy HTTP requests with the Fetcher class. Can impersonate browsers' TLS fingerprint, headers, and use HTTP/3.
Dynamic Loading: Fetch dynamic websites with full browser automation through the DynamicFetcher class supporting Playwright's Chromium and Google's Chrome.
Anti-bot Bypass: Advanced stealth capabilities with StealthyFetcher and fingerprint spoofing. Can easily bypass all types of Cloudflare's Turnstile/Interstitial with automation.
Session Management: Persistent session support with FetcherSession, StealthySession, and DynamicSession classes for cookie and state management across requests.
Proxy Rotation: Built-in ProxyRotator with cyclic or custom rotation strategies across all session types, plus per-request proxy overrides.
Domain & Ad Blocking: Block requests to specific domains (and their subdomains) or enable built-in ad blocking (~3,500 known ad/tracker domains) in browser-based fetchers.
DNS Leak Prevention: Optional DNS-over-HTTPS support to route DNS queries through Cloudflare's DoH, preventing DNS leaks when using proxies.
Remote Browsers: Instead of launching a browser locally, connect to one that's already running through CDP with cdp_url, whether it's on the same machine, another host, or a managed browser provider. You can also point any browser fetcher at your own Chromium build with executable_path.
Background API Capture: Pass a URL pattern to capture_xhr, and all matching XHR/fetch responses the page makes while loading are collected for you as Response objects in response.captured_xhr - grab a site's API data without reverse-engineering the requests yourself.
Async Support: Complete async support across all fetchers and dedicated async session classes.
Adaptive Scraping
🔄 Smart Element Tracking: Relocate elements after website changes using intelligent similarity algorithms.
🎯 Smart Flexible Selection: CSS selectors, XPath selectors, filter-based search, text search, regex search, and more.
🔍 Find Similar Elements: Automatically locate elements similar to found elements.
AI Features
🤖 MCP Server: Let AI chatbots and agents (Claude/Cursor/etc) scrape through Scrapling with one-shot or session-based tools covering plain HTTP requests (any method), browser fetches, and stealth fetches that bypass Cloudflare. Pages are narrowed with CSS selectors and stripped of prompt-injection content before the AI sees them, so the agent reads less, costs less, and can't be hijacked by hidden text. Screenshots, remote browsers over CDP, and a secure-by-default HTTP transport are included. (demo video)
🧠 Agent Skill: A ready-to-install Agent Skill that teaches coding agents the whole library, so the code they write with Scrapling matches the current API instead of guessing.
📚 RAG-ready Markdown: Turn any page into clean, sanitized, LLM-ready Markdown with one line (page.markdown()), or crawl a whole website into a Markdown corpus with the SiteToMarkdownSpider template, all without an LLM in the loop. (docs)
High-Performance & battle-tested Architecture
🚀 Lightning Fast: Optimized performance outperforming most Python scraping libraries.
🔋 Memory Efficient: Optimized data structures and lazy loading for a minimal memory footprint.
⚡ Fast JSON Serialization: 10x faster than the standard library.
🏗️ Battle tested: Not only does Scrapling have 92% test coverage and full type hints coverage, but it has been used daily by hundreds of Web Scrapers over the past year.
Developer/Web Scraper Friendly Experience
🎯 Interactive Web Scraping Shell: Optional built-in IPython shell with Scrapling integration, shortcuts, and new tools to speed up Web Scraping scripts development, like converting curl requests to Scrapling requests and viewing requests results in your browser.
🚀 Use it directly from the Terminal: Optionally, you can use Scrapling to scrape a URL without writing a single line of code!
🛠️ Rich Navigation API: Advanced DOM traversal with parent, sibling, and child navigation methods.
🧬 Enhanced Text Processing: Built-in regex, cleaning methods, and optimized string operations.
📝 Auto Selector Generation: Generate robust CSS/XPath selectors for any element.
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