This guide walks through the 10 most common ways Shopify revenue gets misassigned and what to do about each one. The goal isn’t perfect attribution (it doesn’t exist). The goal is decision-grade attribution: reliable enough to allocate spend confidently and defend the story in a CFO meeting.
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