Data Bricklaying Diary

Oct 25, 2026 · R&D Management

Managing Multiple Valid Business Metrics: When Sales and Finance Both Are Right

This article explains how to manage conflicting but valid business metrics by sharing entity identity while maintaining distinct definitions, implementing explicit query conventions, preventing inference leaks through access controls, versioning definition changes, and validating systems with ambiguous query tests.