Klaviyo will tell you a flow drove $40,000 in revenue last month. Shopify will tell you almost nothing about where that revenue actually came from. Both are technically "correct," and both are missing the point. If you're trying to figure out how to connect Klaviyo data to Shopify attribution so the numbers actually reconcile, you've probably already hit this wall: two systems, two stories, no shared truth.