Best Web Scraping Tools: Comparison Chart & Live Rankings
Compare commercial no-code and API scrapers alongside open-source libraries. Pricing entry points, capabilities, and live GitHub community stats — evergreen, not a yearly listicle.
Choosing a scraping tool is not only about GitHub stars. Editors and teams usually need to know the category (no-code, API, library, or agent), whether JavaScript rendering and scheduling are included, how data is exported, and what the public pricing entry point looks like. The comparison table below covers those dimensions. Further down, open-source libraries are ranked by live GitHub activity.
Planning to have an AI agent author the scraper instead? See our held-out benchmark of the best LLMs for web scraping.
Not sure which stack fits your needs? Try our interactive stack picker for personalized library recommendations, or the proxy bandwidth calculator for self-hosted cost estimates. Vendor prices last checked .
Commercial & no-code tool comparison
Side-by-side view of the no-code, API, agent, and library tools people actually evaluate when a “best scraping tools” list is cited — not only open-source GitHub stars. Pricing is a public entry point, not a negotiated quote.
Prices checked on . Hand-maintained table — not live vendor feeds.
| Tool | Category | Pricing entry | JS rendering | Scheduling | Export | Key limitation | Source |
|---|---|---|---|---|---|---|---|
| Octoparse | No-code | Free tier; Standard from ~$75/mo | Yes | Yes | CSV, Excel, JSON, API, databases | Desktop/cloud task model; complex sites need templates or paid cloud runs | octoparse.com/pricing |
| ParseHub | No-code | Free tier; Standard from ~$189/mo | Yes | Yes | CSV, Excel, JSON, Google Sheets | Project complexity and run limits escalate cost quickly | parsehub.com/pricing |
| Browse AI | No-code | Free tier; paid from ~$19–49/mo | Yes | Yes | CSV, Google Sheets, webhooks, API | Robot and credit caps; less control than code-first stacks | browse.ai/pricing |
| Apify | API | Free $5 credits; Starter from ~$39–49/mo | Yes | Yes | JSON, CSV, Excel, dataset API | Actor marketplace lock-in; compute units add up at scale | apify.com/pricing |
| Bright Data | API | Pay-as-you-go; Web Scraper / Scraping Browser plans | Yes | Via API | JSON, CSV, delivery integrations | Enterprise-oriented pricing; total cost depends on product mix | brightdata.com/pricing |
| ScrapingBee | API | Freelance from ~$49/mo | Yes | No | HTML, JSON (via API response) | Per-request credits; no built-in scheduler or dataset store | scrapingbee.com/pricing |
| ZenRows | API | Starter from ~$69/mo | Yes | No | HTML, JSON | Request/bandwidth tiers; scheduling left to the caller | zenrows.com/pricing |
| Oxylabs | API | Custom / sales-led quote | Yes | Via API | JSON, CSV, raw HTML | No transparent self-serve entry price on public pages | oxylabs.io/pricing |
| Firecrawl | Agent | Free tier; Hobby from ~$16/mo | Yes | Via API | Markdown, JSON, HTML | LLM-oriented extraction; less ideal for long-running crawls | firecrawl.dev/pricing |
| Parseium | API | 1,000 free credits; Starter $49/mo | Yes | Yes | JSON, SQL databases, API | Best when you want managed parsers + private DB, not a desktop GUI | parseium.com/pricing |
| Playwright | Library | Free (open source) | Yes | DIY | DIY (code) | You own proxies, hosting, retries, and anti-bot handling | playwright.dev |
| Puppeteer | Library | Free (open source) | Yes | DIY | DIY (code) | Chromium-only by default; heavy bandwidth without resource blocking | pptr.dev |
| Scrapy | Library | Free (open source) | No | DIY | JSON, CSV, XML, custom pipelines | No JS rendering without Splash/Playwright integration | scrapy.org |
| Selenium | Library | Free (open source) | Yes | DIY | DIY (code) | Slower and heavier than purpose-built scraping stacks | selenium.dev |
Entry prices change. Always confirm on the vendor page before buying. Open-source libraries below are free to use but still cost infrastructure, proxies, and engineering time — see the stack picker and proxy bandwidth calculator for rough self-hosted cost bands.
Open-source libraries by GitHub activity
Community adoption signals for code-first tools. Stars and forks are a proxy for ecosystem maturity — not a substitute for fit, licensing, or total cost of ownership.
Top 10 Tools by GitHub Stars
Languages
| Tool | Forks | Issues | Watchers | Stars | |
|---|---|---|---|---|---|
| Axios Promise based HTTP client for the browser and node.js |  | 11,822 | 47 | 1,173 | 109,198 |
| Puppeteer JavaScript API for Chrome and Firefox |  | 9,569 | 246 | 1,205 | 95,489 |
| Playwright Playwright is a framework for Web Testing and Automation. It allows testing Chromium, Firefox and WebKit with a single API. | | 6,322 | 143 | 605 | 94,974 |
| Scrapy Scrapy, a fast high-level web crawling & scraping framework for Python. |  | 11,918 | 249 | 1,753 | 64,002 |
| Requests A simple, yet elegant, HTTP library. | | 10,102 | 147 | 1,310 | 54,252 |
| Selenium A browser automation framework and ecosystem. |  | 8,716 | 99 | 1,246 | 34,386 |
| ChangeDetection.io Best and simplest tool for website change detection, web page monitoring, and website change alerts. Perfect for tracking content changes, price drops, restock alerts, and website defacement monitoring—all for free or enjoy our SaaS plan! | | 1,966 | 313 | 112 | 33,295 |
| Cheerio The fast, flexible, and elegant library for parsing and manipulating HTML and XML. | | 1,710 | 29 | 342 | 30,463 |
| Colly Elegant Scraper and Crawler Framework for Golang |  | 1,857 | 146 | 314 | 25,471 |
| Crawlee Crawlee—A web scraping and browser automation library for Node.js to build reliable crawlers. In JavaScript and TypeScript. Extract data for AI, LLMs, RAG, or GPTs. Download HTML, PDF, JPG, PNG, and other files from websites. Works with Puppeteer, Playwright, Cheerio, JSDOM, and raw HTTP. Both headful and headless mode. With proxy rotation. | | 1,636 | 104 | 132 | 25,468 |
| Stagehand The SDK For Browser Agents | | 1,653 | 96 | 100 | 24,022 |
| aiohttp Asynchronous HTTP client/server framework for asyncio and Python | | 2,382 | 162 | 210 | 16,525 |
| Crawlab Distributed web crawler admin platform for spiders management regardless of languages and frameworks. 分布式爬虫管理平台，支持任何语言和框架 | | 1,890 | 162 | 214 | 12,260 |
| Mozilla Readability A standalone version of the readability lib | | 729 | 295 | 101 | 11,408 |
| Mercury Parser 📜 Extract meaningful content from the chaos of a web page | | 529 | 95 | 89 | 5,785 |
| HyperAgent AI Browser Automation | | 198 | 15 | 6 | 1,537 |
Understanding the Rankings
The rankings are based on GitHub repository statistics that reflect community engagement and project health
Indicates popularity and community interest in the project. More stars typically mean better documentation and resources.
Shows how many developers are actively contributing or using the codebase. High fork count signals active community engagement.
Reflects active development and community engagement. Not necessarily bugs—often feature requests and discussions.
Users actively monitoring project updates. Indicates sustained interest and commitment from the developer community.
Choosing the Right Tool
Consider these factors when selecting a web scraping tool for your project
Choose tools that match your tech stack (Python, JavaScript, Go, etc.) for seamless integration.
Browser automation vs. HTML parsing vs. full-featured framework. Match the tool to your specific needs.
Headless browsers are powerful but slower than lightweight parsers. Balance power with speed.
Higher stars and forks usually mean better documentation and community help when you need it.
Check the last updated date to ensure the project is actively maintained and receiving updates.
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