incrementality testingholdout testingDTC measurementShopify marketingincremental ROAS
Incrementality Testing for DTC Brands: A Practical Guide
Learn incrementality testing for Shopify and DTC brands. Compare methods, design holdout experiments, and measure true lift without relying on platform ROAS.
Aug 19, 2026