Analytics engineers and data team leads implementing a semantic layer or headless BI tool (dbt Semantic Layer, Cube, MetricFlow, LookML) need to design a canonical metric registry that is consistent, well-governed, and usable by both SQL-fluent analysts and non-technical business users.