Incrementality
Incrementality is the share of sales an ad, email or discount actually caused, measured against what would have happened anyway.
What it means
Incrementality is the extra revenue, orders or signups that exist only because you ran a campaign. You find it by comparing a group that saw the campaign with a comparable group that did not, then treating the gap between them as the true effect. Everything the untouched group bought is business you would have kept without spending anything.
It is not the revenue a platform reports back to you. Ad platforms and email tools credit themselves for orders from people who were already going to buy, which is why reported ROAS and incremental ROAS can differ sharply. Attribution answers which touchpoint gets the credit; incrementality answers whether the sale needed the touchpoint at all.
How it is measured
Split your audience, withhold the campaign from one slice, then compare revenue per person in each group. Incremental revenue equals (revenue per exposed person minus revenue per held-out person) multiplied by the number exposed. Divide that by spend for incremental ROAS. The honest denominator is total campaign spend, including creative and discount cost. The flattering version divides only by media spend, or compares total exposed revenue to holdout revenue without normalising group sizes, which inflates the result whenever the exposed group is larger.
A Shopify example
For a Shopify store selling refillable cleaning products
Worked example
They expose 40,000 past visitors and hold back 10,000. Exposed revenue is $88,000, so $2.20 per person. Holdout revenue is $16,000, so $1.60 per person. The $0.60 gap across 40,000 people is $24,000 incremental. Spend was $8,000, giving an incremental ROAS of 3.0 — while the ad platform reported $60,000 and a ROAS of 7.5.
See this on your own store
Paste your store URL. The audit takes about a minute, costs nothing, and ends with a welcome flow you can read before anything is sent.