
Incrementality in 2026: The Only Honest Answer to 'Did This Ad Cause the Sale?'
Last-click ROAS is inflated. Incrementality testing measures what your ads actually caused. Ghost ads, geo-holdout, synthetic control — with sample sizes, benchmarks, and the Adlibrary longevity signal.








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