/serp/ - SERP Analysis

if you are parsing large datasets from search APIs, the metadata bloat makes it hard to see actual ranking trends . instead of manual filtering, use this snippet to isolate only the organic entries and ignore ads or serp features.
organic_only = [res for res in data'organic_results' if res. get('type') 'web']
this helps when you need to focus on pure competition without noise from shopping carousels. it is much faster than iterating through the entire response object with multiple if-statements.
>filtering at the source saves memory during large scale crawls. **it also prevents your analytics logic from breaking when google adds new zero-click widgets