A Boulder natural products brand was spending $25K/month on Meta Ads with a reported 4.7x ROAS. After reconciling against Shopify revenue data, real ROAS was 2.8x. The difference was repeat customers the pixel took credit for.

Loyal customers returning to buy again — exactly the kind of customers Boulder brands cultivate — were being counted as ad-driven conversions by the Meta pixel. Someone who has bought your adaptogenic coffee six times sees a retargeting ad, clicks it out of habit, and purchases their seventh bag. Meta claims the sale. The dashboard inflates. The real ROAS — incrementality — is much lower.

For Boulder brands with strong repeat purchase rates, this overcounting problem is especially severe. The more loyal your customer base, the more existing purchases get attributed to ads. You end up paying to reach people who would have bought anyway while underinvesting in actual new customer acquisition.

We separated retention from acquisition in the ad account. Built customer exclusion lists. Created proper incrementality testing. Real new-customer ROAS went from 2.1x to 3.6x after removing the inflation and refocusing spend on actual new customer acquisition. GOSH Digital manages paid media for Boulder brands with honest attribution. 150+ clients. Serving the Front Range remotely.