Are you referring to Shopify Analytics? What report? Or Google Analytics?
If it's Shopify analytics, I suggest you first point of check is Google Analytics source/medium report to see if it mirrors Shopify. Being a black box, Shopify analytics is limited. But if the same data is pushed into Google Analytics, you know there's an issue with how your UTMs are set up.
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