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Why do Shopify dashboard and GA4 show different visitor and revenue numbers? Session definition, attribution model, checkout sandbox limitations, and revenue calculation differences.
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.
The full article plus 21 more subscriber-only posts come with a subscription.