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Incrementality

Incrementality is the difference an ad actually made: the conversions that happened because of it, not merely after it. It is measured by comparing a group that saw the ads with a similar holdout group that did not. Attributed conversions minus what would have happened anyway equals incremental conversions.

Updated

Attributed versus incremental

Attribution credits an ad when a conversion follows it. Some of those people would have bought without the ad: existing customers, people who searched for you by name, people already on their way to checkout. Incrementality strips them out.

How lift is measured

Example: if 2.4% of the test group converts and 2.0% of the control group does, the lift is 20%. Most of the test group's conversions would have happened anyway; the ads added the difference.

  1. Split the audience randomly into a test group that can see the ads and a control group that cannot.
  2. Run the campaign for long enough to collect meaningful conversion counts in both groups.
  3. Compare conversion rates. Lift = (test rate − control rate) ÷ control rate.

Where it matters most

  • Retargeting, which reaches people already close to buying and often looks better in attribution than in lift tests.
  • Brand search, where people were already looking for you.
  • Any channel where the platform reports more conversions than your sales data supports.

How the platforms define it

Meta now offers incremental attribution as a model when you create an ad set: it optimises for, and reports, conversions that its models predict were caused by the ad. Meta says results cannot be compared across ad sets using different attribution models.

Meta's A/B testing can also measure strategies on a cost per conversion lift basis, as well as cost per result.

Questions

How long should a lift test run?
Long enough for both the test and control groups to collect a meaningful number of conversions. Small budgets need longer tests.

Sources

Read on 27 October 2026. Platforms change specs and policies without notice; check the source before you build to a number.

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