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metabase_ingest - Convert Metabase cards to KTX semantic sources

Converts Metabase questions, models, and metrics into KTX Semantic Layer source definitions using metadata, SQL, relationships, and prior sync provenance.

Tags

Updated: 2026-10-06

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Map result metadata types
  • Detect primary and foreign keys
  • Identify time columns
  • Decompose pre-aggregations
  • Deduplicate near-identical cards
  • Analyze join-graph connectivity
  • Apply prior sync provenance
  • Create or update semantic sources
  • Verify warehouse identifiers
  • Skip trivial or duplicate cards

Inputs

  • Metabase card JSON files
  • WorkUnit
  • Sync configuration
  • Database connection metadata
  • Prior sync provenance
  • Warehouse schema metadata
  • Existing semantic sources

Outputs

  • KTX Semantic Layer source definitions
  • Updated semantic source measures
  • Semantic source joins
  • Wiki pages
  • Skipped-card records

Requirements

  • Metabase bundle with card files
  • KTX connection mapping
  • Access to semantic-layer tools
  • Access to identifier-verification tools
  • Model support for SQL analysis

Source

  • Spec: SKILL.md

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Metabase
KTX
semantic layer
data ingestion
SQL analysis
schema validation
Map result metadata types
Detect primary and foreign keys
Identify time columns
Decompose pre-aggregations
Metabase card JSON files
WorkUnit
Sync configuration
KTX Semantic Layer source definitions
Updated semantic source measures
Semantic source joins