Incrementality testing separates baseline conversions from those driven by marketing campaigns. Using holdout groups, geo-based splits, or time-based tests, marketers can measure the true lift rather than attributing all conversions to ads. Running incrementality guardrails helps refine spend, avoid overinvestment, and reveal which tactics genuinely move the needle.