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Shopify Analytics vs GA4: Why Do They Show Different Numbers?

Why do Shopify dashboard and GA4 show different visitor and revenue numbers? Session definition, attribution model, checkout sandbox limitations, and revenue calculation differences.

TL;DR

Shopify Analytics and GA4 report different revenue for the same store, and that is usually not a bug. The two systems diverge at six points: session definition, attribution model, checkout behavior, revenue scope, bot filtering and consent impact. With a standard client-side setup a 10-20 percent gap sits inside the expected range. Anything above 30 percent points to a setup problem instead.

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