Brands that cannot connect ad spend to on-site behaviour guess at fixes. Clean event schemas in GA4 and Shopify analytics make CRO programmes auditable.
Common leaks we see
- Variant selectors that fail on mobile
- Upsell apps that block main CTA
- International shipping UX that hides totals
- Loyalty widgets that shift layout on load
