Halftee’s Amazon channel was underperforming: broad, unfocused ad campaigns drove up costs while conversions lagged, and a cluttered product catalog made it hard for shoppers to find—and buy—what they wanted. At the same time, their email program was firing off 1–2 messages per day, leading to subscriber fatigue, declining opens, shrinking click rates, and a drop in attributed revenue .