Incrementality measures the causal lift from ads — conversions that would not have happened without the spend — via holdout tests, geo experiments, or MMM. Platform-reported ROAS often overstates incrementality because of view-through and organic brand search. Use incrementality before cutting “expensive” upper-funnel channels.
Holdout tests require statistical power — small budgets need longer test windows.
Last verified Jun 5, 2026