Attribution & Analytics
Why Meta View-Through Attribution Can Overvalue Meta Ads
View-through attribution gives Meta credit when a person sees an ad, does not click it and later purchases within the relevant window. That can capture real advertising influence. It can also assign credit to people who would have bought anyway.
Why view-through exists
Not every advertising effect produces an immediate click. Someone may notice a product, remember it and later return directly or through Google.
Ignoring all of those journeys can undervalue visual advertising.
Why it can overstate impact
Large retargeting audiences can show ads to people already very close to purchase. If a shopper added to cart before seeing the ad, the impression may receive credit without being the true cause of the order.
Use it as one perspective
Compare click-only views, view-inclusive views and total Shopify results where the platform allows. Pay particular attention to retargeting and high-frequency audiences.
Incrementality is the deeper question
The only perfect attribution would know what the shopper would have done without the impression. Reporting models cannot observe that counterfactual directly.
View-through is neither fake nor automatically incremental. Treat it as attributed influence with uncertainty.
Want to know what the number actually means?
If a large share of Meta ROAS comes from view-through conversions and you are unsure how much to trust, send us an inquiry. We can compare it with the broader Shopify performance.