Why '3x ROAS' Gets Thrown Around Without Context

Scroll through any ecommerce ad account review, agency pitch deck, or Twitter thread about Shopify growth, and someone will say it: "You want to be at 3x ROAS." It's treated like gospel. A universal pass/fail line, the same for a $40 skincare brand and a $400 furniture company.

It's not. 3x ROAS can be a fantastic result for one Shopify brand and a slow bleed for another, and the difference has nothing to do with the ad platform or the creative. It comes down to margin structure, plain and simple.