Topic guide
Ecommerce advertising
Join catalog, inventory, purchase data, and creative decisions.
Design an ecommerce bundle ad test around contributionTest a product bundle with clear offer composition, accurate catalog data, basket-level measurement, and contribution economics instead of treating higher order value as success.Diagnose a checkout drop before changing ecommerce adsSeparate a real checkout failure from a funnel-definition or tracking change, then inspect devices, payment paths, shipping rules, releases, and actual order records.Use post-purchase surveys alongside advertising attributionDesign a post-purchase discovery survey, track participation and question changes, and interpret remembered influence alongside platform attribution without claiming causal revenue credit.QA an ecommerce promotion before and after it expiresCoordinate promotion dates, timezones, ads, product feeds, discount rules, landing pages, and checkout so expired offers do not keep attracting paid traffic.Measure repeat orders without overstating advertising acquisitionSeparate first purchases, repeat orders, acquisition cohorts, and attributed advertising revenue so retention activity does not hide changes in new-customer economics.Use product returns to improve advertising expectationsConnect mature return cohorts, reason codes, product details, and creative promises to find expectation gaps without assuming every return was caused by an ad.Connect product availability to advertising spend decisionsReconcile sellable inventory, feed availability, product destinations, and replenishment timing before increasing or pausing ecommerce advertising spend.Audit product-feed price mismatches before changing ad bidsTrace a product price from the source catalog through Merchant Center, landing-page variants, structured data, and checkout to find the actual mismatch.Allocate ecommerce ad budget using product contributionCompare product advertising opportunities using net revenue, variable costs, returns, inventory, and incremental demand instead of ranking products by revenue ROAS alone.QA product-variant destinations from ad click to checkoutVerify that ecommerce ads open the correct product variant, preserve selection through redirects, show matching price and availability, and add the intended item to cart.Turn a retail POS sales spike into a useful advertising experimentInvestigate store and SKU sales spikes, account for promotions and inventory, and turn retail observations into measurable creative hypotheses.Competing with private-label brands: a creative strategy grounded in proofBuild a defensible advertising message against private-label alternatives using product evidence, fair comparisons, contribution economics, and focused tests.