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The Flaw in Google Ads Incrementality Testing That Inflates Your ROAS by 40%

Google's native conversion lift studies promise true incrementality, but cookie decay and Smart Bidding bias inflate lift by up to 40%. Here is how to fix it.

September 4, 20261 min readPublished by Gamal Hemdan
The Flaw in Google Ads Incrementality Testing That Inflates Your ROAS by 40%

Run a native Conversion Lift study inside Google Ads, and the dashboard will almost certainly tell you that your campaigns drove a 35% to 50% relative lift in conversions. Your leadership celebrates, your agency claims victory, and you increase your daily budget by $10,000. Thirty days later, your overall company bank balance has not moved. Your total blended revenue is flat, yet Google insists that half your sales would not exist without your upper-funnel YouTube and Demand

What This Means for Your Account

This update directly affects your campaigns.

Check your active Google Ads Experiments and Conversion Lift studies: if you are relying on user-based cookie splits rather than matched-market geo holdouts, your incremental ROAS is likely overstated by 25% to 40%.

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Gamal Hemdan

Gamal Hemdan

Paid Media Manager

Paid media manager with 4+ years in the industry.

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