How to Scrape Google Search Results in 2026: SERP Data, Rankings, and Snippets

Google processes over 8.5 billion searches per day. That SERP data — rankings, featured snippets, People Also Ask boxes, local packs — is gold for SEO professionals, market researchers, and competitive analysts. But Google is arguably the hardest website to scrape. Here's how to actually get SERP data in 2026 without getting blocked. Understanding Google SERP Structure A modern Google results page is far more than 10 blue links. In 2026, a typical SERP includes: AI Overview — Google's AI-generated summary at the top Featured Snippets — direct answer boxes People Also Ask (PAA) — expandable question boxes Local Pack — map results for local queries Knowledge Panel — entity information on the right Organic Results — the traditional blue links Shopping Results — product carousels Video Results — YouTube and other video carousels Related Searches — query suggestions at the bottom Each of these elements requires different parsing logic, and Google frequently changes their HTML structure. Met