Retail marketing has been optimizing Cost Per Click for two decades. The business has been measured in carts, margin, and retained customer value the entire time. The essays here name the gap and walk through the Retail Decision Stack — the KPI hierarchy that makes sense once AI is the one allocating spend across the funnel.