Web scraping is a powerful way to gather data, but modern web development has made it significantly harder for traditional scrapers.
Most traditional scraping libraries (like Python’s BeautifulSoup or Requests) work by fetching the static HTML of a page. However, modern websites built with React, Angular, or Vue often serve a blank HTML "shell" and use JavaScript to load the actual data.
The result? When you run your scraper, you get a page full of <script> tags but none of the data you actually see in your browser.
To solve this, we need a tool that can execute JavaScript just like a real browser. The most efficient modern solution is Playwright. It allows you to run a "headless" version of Chrome or Firefox to render the page fully before you extract the data.
Don't give up on empty HTML: If a site looks empty to your scraper, it’s likely waiting for JavaScript to run.
Wait for Selectors: Use wait_for_selector instead of hard-coded "sleep" timers to make your scraper faster and more reliable.
Check the Network Tab: Sometimes you can find the internal API the website is calling and scrape that directly instead of the HTML!
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Struggling with empty HTML when scraping? Learn how to solve the dynamic content problem in web scraping using headless browsers like Playwright and Python.