Most guides on how to do web scraping end once the first script prints clean rows. That is usually the easy part. The harder part comes later, when the site changes its layout, starts loading data through JavaScript, or begins rate limiting your requests. For anything running in production, maintenance is the main cost, not the first build. This guide walks through the full process with that in mind. The four stages of any scraper Fetch the page. A plain GET request is enough