case_01 · shopify_retailer (NDA)2025 [CHECK]
A Shopify store double-counting purchases across three systems
-2.2%
revenue variance vs. Shopify — was +33.9% pre-fix
-1.8%
purchase variance vs. Shopify — was +32.4% pre-fix
Shopify's own Google integration, Shopify Customer Events, and GTM were all reporting the same purchase. I mapped every event pathway, assigned one authoritative owner per event, and reconciled the cleaned setup against Shopify's order data.
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