The dbt governance framework that cut new project setup time 70%

Kaizen Gaming developed a dbt governance framework to standardize analytics engineering across six domain teams while preserving ownership of business-specific logic. Presented at dbt Summit 2026, the approach centralizes three areas: reusable foundational data models, an internal package of shared macros, tests, and configurations, and infrastructure and AI tooling managed as code through Terraform and a central enablement repository. The framework replaced duplicated staging models, copied infrastructure, inconsistent conventions, and limited visibility into testing with shared assets and controlled deployment workflows. Reported outcomes included a 70% reduction in new-project setup time, $10,000 in annualized savings from templated setup, approximately 15-fold leverage for shared configuration fixes, and AI onboarding reduced to about 30 minutes. The team recommends centralizing capabilities that lack a clear domain owner or create organization-wide costs when inconsistent, while leaving domain-specific business judgment with individual teams.

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