Gold Layer Implementation Orchestrator

This skill orchestrates the complete Gold layer implementation process, transforming YAML schema designs into production-ready Delta tables with merge scripts, FK constraints, and Asset Bundle jobs. It is the natural successor to the gold/00-gold-layer-design skill.

Predecessor: gold/00-gold-layer-design skill (YAML files must exist before using this skill)

Core Philosophy: YAML as Single Source of Truth — Python reads YAML at runtime, DDL is generated dynamically, schema changes require YAML edits only.

When to Use This Skill

• Implementing Gold layer tables from completed YAML designs
• Creating generic YAML-driven table setup scripts
• Writing Silver-to-Gold MERGE scripts (dimensions and facts)
• Applying FK constraints after table creation
• Configuring Asset Bundle jobs for Gold layer deployment
• Troubleshooting Gold layer implementation errors (duplicate keys, schema mismatches, grain violations)

Prerequisites