Best Practices

A repeatable, audit-friendly workflow to detect AI bot traffic in GA4, confirm it in server/CDN logs, maintain a crawler registry, and report KPIs with and without AI crawler sessions.

A traffic-safe workflow to prove cannibalization in GSC, choose keep vs canonical vs 301, merge without losing long-tail, consolidate internal links, and validate results for 2–6 weeks.