
Ecommerce Playbook: Numbers, Struggles & Growth Why “Perfect Attribution” Is a Lie (And What Actually Matters)
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Jan 13, 2026 In a thought-provoking discussion, Steve Rekook, Director of Data at Common Thread Collective, emphasizes that the pursuit of 'perfect attribution' is misguided. He argues that measurement should foster quick decision-making rather than aim for absolute accuracy. Steve highlights the importance of focusing on shared metrics that impact contribution margins and explains the interplay between marketing measurement methodologies. They also cover the hidden costs of precision and how to prioritize tests effectively for driving revenue.
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Shared Reality Beats Absolute Truth
- Measurement's primary goal is creating a shared reality so teams can decide quickly.
- The right metric is the one everyone agrees to be accountable to.
MMM As The Calibration Standard
- MMM acts as the "master granite cubit" that platforms should be calibrated to.
- Platform numbers don't need to match perfectly; alignment matters more than absolute accuracy.
Unit-Economics Mislead Without Context
- Simple unit-economics CAC targets ignore attribution fuzz, customer mix, and scale effects.
- True incremental CAC can differ dramatically from averaged cohort CACs.
