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Top 7 Opensource Web Scrapping ini 2025

Created at November 14, 2025 • Updated 11/14/2025

If you’re into data, automation, or building AI workflows — these open-source scraping tools are must-know in 2025.

https://www.21oss.com//curated/top-7-opensource-web-scrapping-ini-2025
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BroKarim

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Firecrawl is an API service that crawls URLs and converts websites into clean markdown or structured data. It automatically crawls all accessible subpages without requiring sitemaps, providing clean, LLM-ready data for AI applications.

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  • Stars


    74,817
  • Forks


    5,737
  • Last commit


    1 day ago
  • Repository age


    2 years
  • License


    AGPL-3.0
View Repository

Fetched from GitHub .

Crawl4AI is an open-source web crawling and data extraction tool specifically designed for AI applications and large language models. It simplifies the process of gathering web data by providing intelligent crawling capabilities, automatic content extraction, and LLM-friendly output formats. The tool handles JavaScript-rendered pages, supports async operations, and offers features like content cleaning, markdown conversion, and structured data extraction. Perfect for developers building RAG systems, training datasets, or any AI application requiring web data, Crawl4AI streamlines the entire pipeline from URL to clean, usable content.

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  • Stars


    58,526
  • Forks


    5,951
  • Last commit


    3 days ago
  • Repository age


    2 years
  • License


    Apache-2.0
View Repository

Fetched from GitHub .

Puppeteer is a Node.js library that provides a high-level API to control Chrome or Chromium browsers over the DevTools Protocol. It enables developers to automate browser tasks such as web scraping, automated testing, screenshot generation, PDF creation, and performance analysis. Most operations can run headlessly (without a visible UI) or in full browser mode. Puppeteer is ideal for QA engineers automating end-to-end tests, developers building web scrapers, and teams needing to generate pre-rendered content for SPAs or create automated reports from web pages.

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  • Stars


    93,291
  • Forks


    9,359
  • Last commit


    2 days ago
  • Repository age


    9 years
  • License


    Apache-2.0
View Repository

Fetched from GitHub .

Scrapy is a fast, high-level web crawling and web scraping framework for Python. It provides a complete framework for extracting data from websites, processing it, and storing it in your preferred format. With built-in support for selecting and extracting data using CSS selectors and XPath expressions, Scrapy handles requests asynchronously for maximum efficiency. It includes features like automatic throttling, middleware support, pipelines for data processing, and extensive extensibility through plugins. Ideal for data mining, monitoring, automated testing, and building crawlers for search engines or price comparison sites.

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  • Stars


    59,445
  • Forks


    11,211
  • Last commit


    2 days ago
  • Repository age


    16 years
  • License


    BSD-3-Clause
View Repository

Fetched from GitHub .

Playwright is a powerful automation library for testing web applications across different browsers. It supports modern web features and enables developers to write reliable tests with a simple API, making it ideal for end-to-end testing.

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  • Stars


    81,181
  • Forks


    5,007
  • Last commit


    17 hours ago
  • Repository age


    6 years
  • License


    Apache-2.0
View Repository

Fetched from GitHub .

Selenium is the industry-standard open-source framework for automating web browsers across multiple platforms and programming languages. It provides a suite of tools including Selenium WebDriver for direct browser control, Selenium Grid for parallel test execution, and Selenium IDE for record-and-playback test creation. Selenium enables developers and QA engineers to write automated tests that interact with web applications exactly as users would, supporting all major browsers (Chrome, Firefox, Safari, Edge) and programming languages (Java, Python, C#, Ruby, JavaScript). It's widely used for functional testing, regression testing, cross-browser compatibility testing, and web scraping tasks.

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  • Stars


    33,881
  • Forks


    8,640
  • Last commit


    1 day ago
  • Repository age


    13 years
  • License


    Apache-2.0
View Repository

Fetched from GitHub .

Crawlee is a comprehensive web scraping and browser automation library for Node.js. It provides a unified interface for HTTP crawling and headless browser automation, handling common challenges like request routing, proxy rotation, session management, and automatic retries. The library supports both HTTP-based crawling with Cheerio and browser automation using Puppeteer or Playwright, making it suitable for scraping static websites, SPAs, and complex web applications. Crawlee includes built-in storage for results, automatic scaling, and smart request queue management, enabling developers to build production-ready scrapers quickly and reliably.

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  • Stars


    21,012
  • Forks


    1,145
  • Last commit


    16 hours ago
  • Repository age


    9 years
  • License


    Apache-2.0
View Repository

Fetched from GitHub .

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