Testing Metric Logic With dbt Data Tests in CI
Unit tests catch metric logic errors before warehouse data exposes them.
Priya Subramaniam
Section
Semantic Layer Design
7 stories in Semantic Layer Design.
Preventing Metric Sprawl in a Growing Analytics Organization
Organize metrics in a semantic layer to stop duplicate definitions.
Priya Subramaniam
Semantic Layer Tools Comparison for Mid-Size Data Teams
Warehouse-native tools now make metric consistency affordable for single-platform teams.
Marcus Heiland
Documenting Metric Logic Inside dbt for Analytics Engineers
Document your metrics in dbt code, not scattered across dashboards and notebooks.
Tobias Wrenfield
Single Source of Truth vs Federated Semantic Layers
Centralized metrics prevent the same data from telling different stories to different teams.
Priya Subramaniam
Exposing Semantic Layer Metrics to Non-SQL BI Tools
Semantic layers let BI tools share one definition of every metric.
Priya Subramaniam
Metric Catalog Schema Design for Cross-Functional Teams
Omitting any single field from a metric catalog schema causes a predictable governance failure.
Marcus Heiland