ChatGPT Ads are live in Czechia. We've been running them since day oneSee how →

Incrementality

Incremental lift from advertising

Incrementality in advertising is the share of sales or conversions that would not have happened without the ads. You find it with a test: compare a group that saw the ads with a group that did not. 60% incrementality means that of every 100 euros a campaign claims, 40 would have come in anyway.

Formulalift ÷ attributed revenue × 100
Unitpercent or currency
Where you find itonly in a test, not a report
How it is measuredholdout, geo test, lift study

Definition

Incrementality in advertising is the share of sales or conversions that would not have happened without the ads. You find it with a test: compare a group that saw the ads with a group that did not. 60% incrementality means that of every 100 euros a campaign claims, 40 would have come in anyway.

An ad platform claims every order where the customer touched an ad somewhere along the way. It cannot tell whether the ad changed their mind or whether they simply searched for a store they already knew on the way to checkout. Incrementality answers the one question that matters when you set a budget: what would happen if we switched this campaign off?

That is why you will not find it in Google Ads or Meta Ads Manager. Attributed revenue is the output of attribution, a rule for handing out credit. Incrementality is the output of an experiment.

How incrementality is calculated

You need two groups that differ only in whether they saw the ads: a test group and a control (holdout) group. The revenue gap between them is the lift. You then compare the lift with what the campaign claimed and with what it cost.

Liftrevenue with ads − revenue without adsExample: test 53,000 EUR − control 43,000 EUR = 10,000 EUR
Incrementalitylift ÷ attributed revenue × 100Example: 10,000 ÷ 20,000 EUR attributed × 100 = 50%
Incremental ROASlift ÷ ad cost × 100Example: 10,000 ÷ 4,000 EUR cost × 100 = 250%

In this example the campaign reports a ROAS of 500% but really added only half of that. Budgeting on the 500% means overpaying.

The control group has to be comparable: same period, similar size, similar behavior. Without one you end up comparing against last month, and seasonality leaks into the result. Our CarDetailer case study shows how much: leads from ads grew 155% between January–June and 1 Aug–13 Sep 2026. But in the same windows a year earlier they grew 87% with no changes at all. Adjusted for season and trend, the new website and the new campaign account for roughly +36% (Google Ads).

How to run an incrementality test

Switch-off test (holdout over time). Turn one campaign off completely for one to two weeks and watch total store revenue from your back office, not the campaign numbers. It costs nothing and works for any account. The weak spot: seasonality and demand swings feed into the result, so you need a comparable period.

Geo test. Pause ads in some regions and keep them running in the rest. Compare regions that have historically moved together. Both groups go through the same season at the same time, so it cancels out. Open-source tools such as Meta's GeoLift help with the analysis. In a small market there are few regions, so a geo test only picks up a large effect.

Platform lift study. Google Ads and Meta can both split people into a group that sees the ads and a control group that does not. Google Ads offers Conversion Lift based on users or on geography; it is not available to every account, and access goes through a Google representative. Since 2025 Google says a test can run on a budget from 5,000 USD. Meta runs lift studies in its Experiments tool and, since 2025, also offers an incremental attribution setting that estimates incremental conversions with a model.

Incrementality calculator

Enter the result of your test. The calculator returns incrementality, incremental ROAS and the profit from the lift after ad cost.

How much revenue the campaign really addedLive calculation
Incrementality50%lift as a share of claimed revenue
Incremental ROAS250%lift per unit of ad cost
Profit from lift510 EURmargin on lift − ad cost

What a good incrementality value is

There is no universal number. What matters is whether incremental ROAS beats your break-even ROAS, which is 100 divided by your margin in percent. A campaign with 40% incrementality can make money if its claimed ROAS is high and the margin is good. A campaign with 100% incrementality can lose money if it is expensive.

The logic is simple: the closer someone is to buying when they see the ad, the more likely they would have bought without it. Expect low incrementality from searches for your own brand and from retargeting people with a full cart. It tends to be higher when you reach people who do not know you yet. Only a test can confirm it, though, not a guess.

If your product margins vary, calculate the lift on margin directly. It is the same idea as POAS, just cleaned of orders that would have come in anyway.

Incrementality vs attribution vs ROAS

These terms get mixed up in reports. Attribution hands out credit, ROAS turns that credit into a ratio, and incrementality checks whether the credit was earned.

TermQuestion it answersWhere the number comes fromWhen to use it
IncrementalityWhat the ads actually addedTest with a control groupBudget, pausing a campaign or channel
AttributionWho gets credit for a conversionModel and window in the toolRunning campaigns inside a platform
ROASAttributed revenue per unit of spendAd platformQuick check against the threshold
POASMargin per unit of spendAd platform + margin dataCatalogs with mixed margins
Marketing mix modelCombined effect of all channelsStatistical model on long data seriesLarge budgets across many channels

Three mistakes in measuring incrementality

Watching the paused campaign instead of the whole store

Once you pause a campaign, its ROAS drops to zero. That tells you nothing. Watch total revenue and orders in your store back office and compare them with the control group or a comparable period.

Pausing only half of the campaign

On half the budget a campaign buys different auctions than on the full budget, and the difference cannot be scaled up to the whole. For a test, switch the campaign off completely or use a control group that never sees the ads.

Applying one test to everything

A result holds for a specific campaign, period and budget. A January test does not hold for Black Friday, and a brand campaign result does not hold for Performance Max. Repeat the test when budget, catalog or season change significantly.

FAQ

What is incrementality in advertising?

The share of sales or conversions that would not have happened without the ads. It is measured with a test against a control group, not read from an ad platform. 60% incrementality means 40% of the attributed revenue would have come in anyway.

How can I measure incrementality without expensive tools?

Switch one campaign off completely for one to two weeks and track total store revenue against a comparable period or against regions where ads keep running. Then compare the lift with what the campaign claimed over the same time.

What is the difference between incrementality and attribution?

Attribution decides which channel gets credit for a conversion. Incrementality asks whether the conversion would have happened without the ads at all. Attribution can give credit to a campaign that caused nothing.

What is incremental ROAS (iROAS)?

The revenue lift from a test divided by ad cost, in percent. Unlike regular ROAS, it only counts revenue the ads actually added. You compare it with your break-even ROAS.

Do Google Ads and Meta have their own incrementality tests?

Yes. Google Ads has Conversion Lift based on users or geography, though not every account has access. Meta offers lift studies in Experiments and an incremental attribution setting that estimates incremental conversions with a model.

01 When 400% ROAS beats 500% ROASHow to calculate incrementality, break-even ROAS and POAS, and why a higher ROAS does not always mean more profit. Read the article ↗

Your competitors get here in 2027. You're here now.

Get your 48-hour head start↗

Tell us where you are. We'll tell you where early is.

Send this and you get a 90-day strategic plan for raising the performance of your marketing. Free, within 48 hours of account access.

  1. We read the accountSix months of revenue laid against six months of spend, per category.
  2. You get the planWhat earns, what leaks, what a customer actually costs you — dated, month by month.
  3. Twenty minutes with JanWe walk it through. If you're already early, we'll tell you that too.
Marketing ASAP
We reply within 48 hours.

Tell us about your account.

Six fields, two minutes. The rest we'll read from the account itself.

What do you need
Monthly ad spend
When do you want to start
Your details stay with us. No newsletter, no reselling.
Thanks — it's with us.

Jan gets back to you within 48 hours, usually with two questions and a time. Then the 90-day plan starts.