U.S. e-commerce · paint & coatings (DTC)
The Problem
Spend was scaling on vanity metrics, impressions and clicks that never tied back to revenue.
The Engineered Outcome
Full-funnel campaigns rebuilt around purchase events. Pmax drove ~80% of purchase volume, and ROAS held even as spend scaled.



