Superset And Metrics Serving

Overview

Use this skill when Apache Superset or a similar BI serving surface is the final consumer layer. It helps agents keep chart-ready data aligned with governed metrics, prevent dashboard drift, and manage the boundary between analytical modeling and visualization safely.

When to Use

• publishing governed datasets into Superset for dashboard consumption
• aligning dashboard metrics with centralized semantic definitions
• preventing BI-layer drift from governed metric definitions
• managing access control and row-level security for dashboard datasets
• designing chart-ready schemas that optimize Superset query performance
• operating Superset as part of a broader data platform

Do not use this when the BI tool is self-service only with no governance expectations, or when metrics are exploratory without shared definitions.

Workflow