Shopify Analytics files a large share of paid traffic as direct, hides upper-funnel contribution behind last-touch attribution, and discards the click identifiers that would reveal the true source. GA4 recovers most of this lost attribution automatically. This guide explains why GA4 outperforms Shopify for channel reporting and how to build a practice that uses each tool for what it measures well.
Tag: ga4 attribution
Why Your Ad Platform and Shopify Revenue Numbers Never Match
Meta claims one revenue figure, Google claims another, and Shopify shows a third, all for the same time period. None of them are wrong. Each platform measures a different thing through different attribution logic, and the gaps between them are structural rather than fixable. This guide explains what each system actually counts and how to build a reporting framework that uses each for what it measures well.