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Airflow orchestration: DAGs, tasks and scheduling v1.0.0

Use this resource to design and run data pipelines orchestrated by Airflow

New

  • 575 downloads
  • 221 likes
  • 250 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install airflow-dag-orchestration

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent writes or reviews a DAG using the TaskFlow API, sets dependencies, scheduling and XComs, and avoids common traps such as non-idempotent DAGs or heavy top-level code. You get a DAG ready for review and deployment.

Mostly picked by

Updated November 2, 2026

Card for the “Airflow orchestration: DAGs, tasks and scheduling” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
Apache-2.0

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What you get

  • SKILL.md: design practices, task configuration and production operations
  • references/CORE_CONCEPTS.md: DAG, operator, sensor and XCom concepts

Good fit for

  • Your overnight jobs depend on each other and must be safe to rerun
  • You are moving cron-scheduled scripts to an orchestrator

Not for

    Tags

    • airflow
    • dag
    • orchestration
    • pipeline

    About

    You say

    “Write an Airflow DAG that loads orders every night, then refreshes the dashboard.”

    Card for the “Airflow orchestration: DAGs, tasks and scheduling” skill

    Skill published by PCL Team under the Apache-2.0 license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to design and run data pipelines orchestrated by Airflow
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE10.9 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • references/CORE_CONCEPTS.md19.8 KB
    • SKILL.md4.2 KB

    Origin and licence

    Listed unmodified

    Author
    PCL Team
    Source
    github.com/personamanagmentlayer/pcl/tree/79ccaa9820486121fa33aaa696ec16fa1607bf02/stdlib/data/airflow-expert
    Licence
    Apache-2.0

    Notice

    « airflow-expert » (PCL Team, Apache-2.0) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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