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dag-create - Create a deployable one-off orchestration DAG

Generate one complete Airflow or Dagster Python DAG file from a natural-language pipeline description and Starlake project metadata.

Tags

Updated: 2026-10-15

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Read project metadata
  • Resolve pipeline schedules
  • Validate write strategies
  • Assign task dependencies
  • Generate deployable DAG files
  • Group tasks by domain

Inputs

  • Natural-language pipeline description
  • Starlake project root
  • Project metadata directory
  • Orchestrator selection
  • Pre-load strategy

Outputs

  • Complete Python DAG file
  • Pipeline exports
  • Metadata validation warnings

Requirements

  • Starlake project with metadata/
  • starlake-airflow>=0.6.1 or starlake-dagster>=0.5.1
  • starlake-orchestration>=0.5.1
  • Starlake CLI 1.5.x
  • Starlake CLI reachable at runtime
  • Non-Snowflake executor

Source

  • Spec: SKILL.md
DAG generation
Airflow
Dagster
Starlake
orchestration
Python
Read project metadata
Resolve pipeline schedules
Validate write strategies
Assign task dependencies
Natural-language pipeline description
Starlake project root
Project metadata directory
Complete Python DAG file
Pipeline exports
Metadata validation warnings