Starberry Case Study 

Don't make budget decisions based on poor attribution data.

Attribution vs. Incrementality

Starberry got all the answers with incrementality measurement. 

Understood where cannibalization was occurring.

Identified campaigns and channels that contributed substantial incremental value.

Allocated their budget to where they would get the most value.