Gross revenue is a vanity metric that hides ad inflation and thin margins. Learn how focusing on contribution margin and cash velocity protects eCommerce brands.

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