#incrementality

Incremental vs. Cannibalized: The 13-Week Paid Social Holdout Test Framework

Stop paying for conversions you would have gotten anyway. This 13-week framework identifies the true lift of your Meta and TikTok campaigns by isolating organic cannibalization.

By SMM Newsdesk · Aug 18, 2026 · 7 min read

$A conceptual illustration of social media data being refracted through a prism into business value.$

Paid Social·Tutorial

How to Run a 'Social-Only' Brand Lift Study Without Third-Party Cookies

As cookie-based tracking continues to degrade, marketers are returning to geo-holdout tests. Learn how to measure true social media incrementality on TikTok and Meta.

By SMM Newsdesk · Aug 5, 2026 · 8 min read