DISPATCHES FROM O'REILLY: THE BEST RISK MITIGATION STRATEGY IN DATA? A SINGLE SOURCE OF TRUTH

Summary from the TLDR Data newsletter

Defining metrics once in a semantic layer reduces the risk of conflicting numbers across Tableau, Power BI, and notebooks, and makes permission controls and change propagation auditable from a single place. The semantic layer is an operational risk mitigation strategy rather than an optional layer.