We audited three apparel brands spending $420k monthly on ads. Flawed attribution dashboards starved prospecting by 34% until we reset their media architecture.

Standard Shopify 30-day cohort views conceal cash-flow erosion. Learn why measuring contribution margin and actual consumption cycles changes customer acquisition.