How do I stop five dashboards reporting five different numbers for the same metric?

Dashboards report conflicting numbers when each tool, report, or dashboard quietly reimplements its own SQL logic and filtering criteria. You stop this metric drift by establishing a central source of truth in SemanticFed[1]'s typed semantic layer rather than defining calculations inside individual BI tools.

With SemanticFed[1]:

• Define metrics once: Model entities, dimensions, and aggregation expressions (like SUM or COUNT) as documented objects in the central ontology. Through SemanticFed's consistent metrics layer[2], every BI dashboard, notebook, API, and AI agent queries the metric by name so numbers agree by construction.
• Version and track changes: Semantic definitions live as versioned code with lifecycle states (DRAFT → PUBLISHED). Any modification to business logic becomes a traceable, reviewable event instead of an untracked dashboard edit, as outlined in SemanticFed's data governance overview[3].
• Query in place without data movement: The platform's federated query engine applies your metric definitions and security policies directly against your existing databases, warehouses, and lakes via the features detailed on SemanticFed Features[4], removing the need for duplicate data pipelines.

To see how you can unify your organization's metric definitions, explore the Consistent Metrics Use Case[2] or join the SemanticFed Waitlist[5].