Amazon DSP attribution metrics can be misleading—they count sales that coincided with your ads, not sales your ads caused. Incrementality testing isolates the genuine impact of your DSP campaigns by comparing an exposed audience segment against a matched control group that saw no ads, revealing whether your DSP spend is actually driving incremental revenue or simply crediting sales that would have happened anyway.
What Incrementality Testing Does
- Isolates true causation: Compares sales from users who saw your ads vs. an equivalent control group that didn’t, eliminating noise from organic demand
- Challenges dashboard attribution: Highlights the gap between “attributed” sales (any purchase after an impression) and incremental sales (purchases caused by the ad)
- Quantifies real ROI: Answers the critical question: “If I hadn’t run this DSP campaign, would this customer have bought anyway?”
Why Standard DSP Dashboards Mislead
DSP platforms typically report all attributed conversions—but correlation is not causation. A user might click your ad after already deciding to buy, or purchase through a different channel entirely. Without a control group benchmark, you cannot distinguish lift from luck.
How Squatio Helps
While Squatio Optimize (PPC intelligence) focuses on sponsored ads and keyword-level performance, sellers managing multi-channel ad portfolios benefit from the rigor of incrementality thinking. When you’re evaluating whether any paid traffic source justifies its spend—whether DSP, Sponsored Ads, or external channels—adopt the incrementality mindset: track not just attributed conversions, but cohort-level uplift. Squatio Optimize gives you the conversion and ROAS data to model that comparison and identify which campaigns and keywords deliver genuine incremental returns.
Discussion
How are you currently measuring DSP success in your account—by dashboard attribution alone, or do you isolate incrementality? Have you noticed a gap between what DSP reports and what you believe actually drove sales?
Source: Amazon DSP Incrementality Testing: Prove It or Pause It