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migrating-airflow-2-to-3 - Guide for migrating Apache Airflow 2.x projects to Airflow 3.x

Helps migrate Airflow 2.x DAG code to Airflow 3.x, focusing on updates to imports, operators, hooks, context, and API usage.

Tags

Updated: 2026-09-18

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • Run Ruff Airflow migration rules
  • Fix detectable Airflow breaking changes
  • Scan remaining migration checklist items
  • Refactor metadata DB access code
  • Update Airflow imports and operators

Inputs

  • Airflow 2.x DAG code
  • reference/migration-patterns.md
  • reference/migration-checklist.md

Outputs

  • Migrated Airflow 3.x DAG code
  • Ruff check results

Requirements

  • Ruff linter
  • Airflow 2.11 or Airflow 3.x
  • apache-airflow-client

Source

  • Spec: SKILL.md

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airflow
migration
airflow-3
python
ruff
Run Ruff Airflow migration rules
Fix detectable Airflow breaking changes
Scan remaining migration checklist items
Refactor metadata DB access code
Airflow 2.x DAG code
reference/migration-patterns.md
reference/migration-checklist.md
Migrated Airflow 3.x DAG code
Ruff check results