Validate event capture
Confirm pixel and tag firing across the conversion funnel. Confirm the Conversions API or server-side feed matches the client-side pixel within tolerance, typically ninety percent or better. Confirm GA4 enhanced ecommerce events match Shopify order count within tolerance, typically two percent or better. Below tolerance, the technical layer needs the install before the diagnostic moves up.
Audit duplicate-event rate
Inventory duplicate-event triggers across the order-confirmation surface. Duplicate Meta pixel calls, double GA4 purchase events, stitched-session anomalies. Each duplicate inflates a sub-rate and produces false disagreement at higher layers. Defects identified here are install items at the technical layer; the diagnostic does not move up the stack until they are resolved.
Validate cross-domain stitching
Confirm cross-domain hops (subdomains, third-party checkout, post-purchase upsell flows) preserve the session and the UTM. Stitching defects produce attribution gaps that look like conventional disagreement. The diagnostic distinguishes which is which by tracing a small set of test sessions through the actual flow.