Analytics and attribution are the operational backbone of a data-driven ecommerce business. Without reliable data, you're making decisions based on gut feel — which works until it doesn't, and usually stops working at the worst possible time.
This section covers the full analytics stack for Shopify brands: setting up GA4 and Shopify Analytics correctly, configuring conversion tracking that actually reflects reality, implementing attribution tools like Triple Whale and Elevar to understand which channels are driving revenue (not just last-click credit), and building reporting that tells you something useful rather than just confirming what you already believed.
We also get into the harder questions — media mix modeling, incrementality testing, blended ROAS vs. channel-level ROAS, and how to think about attribution in a world where the customer journey spans six touchpoints across three devices. The goal isn't perfect data (that doesn't exist). The goal is good enough data, interpreted correctly, driving better decisions.
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