Every D2C founder has experienced this: you find a winning ad set delivering a clean 3.5x ROAS. Enthusiastically, you double the budget. Within 48 hours, the ROAS collapses to 1.5x. Why does this happen, and how do you prevent it?
The Myth of the Flat Bid Curve Ad networks like Meta and Google run on real-time bidding auctions. Within any target audience, the algorithm first targets the 'low-hanging fruit'—users who are highly active, have history of online buying, and are cheapest to convert. When your budget is small, you only buy these high-probability buyers.
When you double your budget, the platform must find more impressions. To do this, it bids higher in auctions and begins displaying your ads to broader, less-primed audiences, driving up your CPMs (Cost Per Mille) and CAC, which dilutes your ROAS.