E-Commerce Ad Scaling Without Killing Your ROAS

Scaling kills ROAS when budget increases outpace audience saturation. A safer approach is horizontal scaling — duplicating winning ad sets into new, untapped interest clusters — rather than just raising budget on the same set. Pair this with a content refresh cadence so creative fatigue does not compound with audience fatigue at the same time.