Web Scraping in 2025: The Only Guide You Need (Python)

I've scraped hundreds of websites. Most tutorials overcomplicate it. Here's everything you actually need to know, in one place. Level 1: Static Pages (90% of use cases) import requests from bs4 import BeautifulSoup def scrape ( url ): resp = requests . get ( url , headers = { " User-Agent " : " Mozilla/5.0 " }) soup = BeautifulSoup ( resp . text , " html.parser " ) return soup # Example: Hacker News soup = scrape ( " https://news.ycombinator.com " ) for item in soup . select ( " .titleline > a " )[: 5 ]: print ( item . text , " | " , item [ " href " ]) Install: pip install requests beautifulsoup4 This handles 90% of scraping tasks. No Selenium, no Playwright, no headless browsers. Level 2: APIs Are Better Than Scraping Before scraping a website, check if they have an API. It's faster, more reliable, and usually legal. # Instead of scraping Reddit... import requests url = " https://www.reddit.com/r/python/top.json?limit=5&t=week " data = requests . get ( url , headers = { " User-Agent "