{"id":24437074,"url":"https://github.com/luminati-io/python-scraping-libraries","last_synced_at":"2025-10-27T20:36:50.684Z","repository":{"id":273359339,"uuid":"919441579","full_name":"luminati-io/Python-scraping-libraries","owner":"luminati-io","description":"The top Python web scraping libraries, comparing their features, categories, and use cases to find the best fit for your data extraction needs.","archived":false,"fork":false,"pushed_at":"2025-01-20T12:17:15.000Z","size":11,"stargazers_count":0,"open_issues_count":0,"forks_count":1,"subscribers_count":0,"default_branch":"main","last_synced_at":"2025-10-12T23:03:51.046Z","etag":null,"topics":["beautifulsoup","curl","playwright","python","python-requests","requests","scrapy","selenium","seleniumbase","web-scraping"],"latest_commit_sha":null,"homepage":"https://brightdata.com/blog/web-data/python-web-scraping-libraries","language":null,"has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/luminati-io.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2025-01-20T11:53:48.000Z","updated_at":"2025-01-20T12:17:17.000Z","dependencies_parsed_at":"2025-01-20T13:31:46.844Z","dependency_job_id":null,"html_url":"https://github.com/luminati-io/Python-scraping-libraries","commit_stats":null,"previous_names":["luminati-io/python-scraping-libraries"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/luminati-io/Python-scraping-libraries","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/luminati-io%2FPython-scraping-libraries","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/luminati-io%2FPython-scraping-libraries/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/luminati-io%2FPython-scraping-libraries/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/luminati-io%2FPython-scraping-libraries/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/luminati-io","download_url":"https://codeload.github.com/luminati-io/Python-scraping-libraries/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/luminati-io%2FPython-scraping-libraries/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":279013418,"owners_count":26085274,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-10-12T02:00:06.719Z","response_time":53,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["beautifulsoup","curl","playwright","python","python-requests","requests","scrapy","selenium","seleniumbase","web-scraping"],"created_at":"2025-01-20T18:15:02.852Z","updated_at":"2025-10-12T23:03:54.534Z","avatar_url":"https://github.com/luminati-io.png","language":null,"readme":"# Best Python Web Scraping Libraries\n\n[![Promo](https://github.com/luminati-io/LinkedIn-Scraper/raw/main/Proxies%20and%20scrapers%20GitHub%20bonus%20banner.png)](https://brightdata.com/) \n\nLearn about the top Python web scraping libraries, their key features, and how they compare in this comprehensive guide.\n\n## What Is a Python Web Scraping Library?\n\nA Python web scraping library helps extract data from web pages, supporting steps like sending HTTP requests, [parsing HTML](https://brightdata.com/blog/web-data/best-python-html-parsers), and executing JavaScript. Categories include [HTTP clients](https://brightdata.com/blog/web-data/best-python-http-clients), all-in-one frameworks, and [headless browser tools](https://brightdata.com/blog/web-data/best-headless-browsers).\n\n## Elements to Consider\n\n- **Goal:** Intended use of the library.\n- **Features:** Core functionalities.\n- **Category:** Type of library.\n- **GitHub stars:** Community interest.\n- **Weekly downloads:** Popularity.\n- **Release frequency:** Update regularity.\n- **Pros/Cons:** Strengths and limitations.\n\n## Top 7 Python Libraries for Web Scraping\n\n### 1. [Selenium](https://www.selenium.dev/)\n\nA browser automation library ideal for dynamic content.\n\n- **Features:** Supports multiple browsers, headless mode, JavaScript execution.\n- **Category:** Browser automation\n- **GitHub stars:** ~31.2k\n- **Weekly downloads:** ~4.7M\n\n\u003e 💡 Learn more about [**web scraping with Selenium**](https://brightdata.com/blog/how-tos/using-selenium-for-web-scraping).\n\n### 2. [Requests](https://pypi.org/project/requests/)\n\nAn HTTP client for sending requests and handling responses.\n\n- **Features:** Supports all HTTP methods, cookies, headers.\n- **Category:** HTTP client\n- **GitHub stars:** ~52.3k\n- **Weekly downloads:** ~128.3M\n\n\u003e 💡 Learn more about [**web scraping with Requests**](https://brightdata.com/blog/web-data/python-requests-guide).\n\n### 3. [Beautiful Soup](https://pypi.org/project/beautifulsoup4/)\n\nParses HTML and XML documents.\n\n- **Features:** Supports various parsers, can handle malformed HTML.\n- **Category:** HTML parser\n- **Weekly downloads:** ~29M\n\n\u003e 💡 Learn more about [**web scraping with Beautiful Soup**](https://brightdata.com/blog/how-tos/beautiful-soup-web-scraping).\n\n### 4. [SeleniumBase](https://seleniumbase.com/)\n\nAn enhanced Selenium version for advanced automation.\n\n- **Features:** Smart-waiting, proxy support, CAPTCHA-bypass.\n- **Category:** Browser automation\n- **GitHub stars:** ~8.8k\n- **Weekly downloads:** ~200k\n\n\u003e 💡 Learn more about [**web scraping with SeleniumBase**](https://brightdata.com/blog/web-data/web-scraping-with-seleniumbase).\n\n### 5. [curl_cffi](https://github.com/lexiforest/curl_cffi)\n\nAn HTTP client mimicking browser behavior.\n\n- **Features:** TLS fingerprint impersonation, HTTP/2 support.\n- **Category:** HTTP client\n- **GitHub stars:** ~2.8k\n- **Weekly downloads:** ~310k\n\n### 6. [Playwright](https://playwright.dev/)\n\nA versatile headless browser library.\n\n- **Features:** Cross-browser support, automatic waiting, stealth mode.\n- **Category:** Browser automation\n- **GitHub stars:** ~12.2k\n- **Weekly downloads:** ~1.2M\n\n\u003e 💡 Learn more about [**web scraping with Playwright**](https://brightdata.com/blog/how-tos/playwright-web-scraping).\n\n### 7. [Scrapy](https://scrapy.org/)\n\nAn all-in-one framework for web crawling and scraping.\n\n- **Features:** HTTP requests, HTML parsing, data storage.\n- **Category:** Scraping framework\n- **GitHub stars:** ~53.7k\n- **Weekly downloads:** ~304k\n\n\u003e 💡 Learn more about [**web scraping with Scrapy**](https://brightdata.com/blog/how-tos/web-scraping-with-scrapy).\n\n## Summary Table\n\n| Library       | Type                | HTTP Requesting | HTML Parsing | JavaScript Rendering | Anti-detection | Learning Curve | GitHub Stars | Downloads  |\n|---------------|---------------------|-----------------|--------------|----------------------|----------------|----------------|--------------|------------|\n| Selenium      | Browser automation  | ✔️              | ✔️           | ✔️                   | ❌             | Medium         | ~31.2k       | ~4.7M      |\n| Requests      | HTTP client         | ✔️              | ❌           | ❌                   | ❌             | Low            | ~52.3k       | ~128.3M    |\n| Beautiful Soup| HTML parser         | ❌              | ✔️           | ❌                   | ❌             | Low            | —            | ~29M       |\n| SeleniumBase  | Browser automation  | ✔️              | ✔️           | ✔️                   | ✔️             | High           | ~8.8k        | ~200k      |\n| curl_cffi     | HTTP client         | ✔️              | ❌           | ❌                   | ✔️             | Medium         | ~2.8k        | ~310k      |\n| Playwright    | Browser automation  | ✔️              | ✔️           | ✔️                   | ❌             | High           | ~12.2k       | ~1.2M      |\n| Scrapy        | Scraping framework  | ✔️              | ✔️           | ❌                   | ❌             | High           | ~53.7k       | ~304k      |\n\n## Conclusion\n\nThese libraries are great for web scraping but face challenges like IP bans and CAPTCHAs. Consider using [Bright Data solutions](https://brightdata.com/) for enhanced capabilities. You can also learn how to scrape specific websites:\n\n- [**Amazon**](https://github.com/luminati-io/LinkedIn-Scraper)\n- [**LinkedIn**](https://github.com/luminati-io/LinkedIn-Scraper)\n- [**Google Maps**](https://github.com/luminati-io/Google-Maps-Scraper)\n- [**Google News**](https://github.com/luminati-io/Google-News-Scraper)\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fluminati-io%2Fpython-scraping-libraries","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fluminati-io%2Fpython-scraping-libraries","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fluminati-io%2Fpython-scraping-libraries/lists"}