TLDR Tech / Data
Dispatches from O'Reilly: The Best Risk Mitigation Strategy in Data? A Single Source of Truth
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.
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