Federated Data Architectures: Why PMs Fail

Henkel’s data platform shipped perfectly on time and budget—yet nine months later, nobody trusted the reports. The problem wasn’t the data or design. It was an organizational structure that gave product managers accountability without authority.

Data Product Reviews: Why They Fail Before Starting

A polished seventy-three-slide deck wasn’t enough to save this quarterly review. When the VP asked which initiatives actually changed business decisions, the room went silent. The problem wasn’t preparation—it was measurement. Here’s how to fix it.

Data Product Manager Reporting Structure: Where It Matters

Three competing org charts reveal a structural confusion plaguing data teams: where should the data product manager actually report? As organizations restructure around AI capabilities, this decision shapes everything from velocity to outcome ownership.

Data Product Management Strategy: Building for Impact

Most organizations struggle with data product execution because they lack clear strategy alignment. David Ohnstad reveals how enterprises bridge this gap through structured frameworks and stakeholder collaboration to drive measurable business outcomes.