Governance only works when compliance is real. Otherwise you end up with “aligned” definitions that live on a wiki while teams keep calculating metrics locally, and leaders lose trust when numbers do not match.

Compliance is not primarily a policing problem. It is a product and operating-system problem: the governed path has to be easier than the workaround.

What “compliance” actually means

In practice, compliance means:

• The metrics used in key forums are the governed versions.
• The definitions and implementations stay in sync as they evolve.
• People can tell what is approved, what is experimental, and what is outdated.

Practical compliance levers (the ones that actually work)

Start with a small set of levers that reinforce each other.

• Leadership role-modeling

  When steering forums use the aligned metrics, the organization follows. People copy what leaders trust.

• Certification

  Mark dashboards and reports as approved only when they use the correct metric versions. This creates clarity for consumers and reduces “which number is right?” debates.

• Compliance by design

  Make the correct metrics the default in your tools and workflows, so users do not drift by accident.

• Community-driven adoption

  Use principal analysts or domain champions to coach teams, migrate local definitions, and keep momentum.

• Cleanup mechanisms

  Separate production vs development, and move unused assets to a “graveyard” unless an owner reclaims them.

What to certify (be explicit)

Certification works when rules are clear and auditable.

Certify assets that show up repeatedly in decision-making:

• Steering dashboards used in recurring forums
• KPI definitions in the catalog or wiki
• Metric implementations in the metrics store or semantic layer