Triple-counted purchase events from Shopify + GTM + Google Ads tag
When Shopify's GA4 integration is enabled alongside a GTM container that has a GA4 purchase event tag, and a separate Google Ads conversion tag also fires on the order confirmation page, the same transaction registers three times across different reporting surfaces. ROAS calculations, Smart Bidding targets, and budget decisions are all built on a number that is two to three times actual revenue.