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Beyond the DagAirflow

A data engineering hackathon presented by Astronomer

Modern Airflow has evolved beyond just moving data. Prove what you can do with Airflow 3 and win prizes.

Build with
Airflow 3.1+
Submit by
September 24
Grand prize
Nintendo Switch 2

Show the world what you can do with Airflow.

Go beyond the basic pipeline. Treat Airflow as a platform, extend it with 3.1 plugins, add agents with the new Common AI provider, and keep a human in the loop where it matters. Use the tracks as inspiration, not limits, and aim for something that shows what Airflow is really capable of.

Check out example projects, like building DAGs inside Minecraft, using Airflow to solve a Rubik's cube, running Doom in the Airflow UI, and more.

Building DAGs inside Minecraft

Building DAGs inside Minecraft

Categories

PICK YOUR BUILD TRACK

Plugin Powerhouse

Extend Airflow itself

Build an Airflow 3.1 plugin that adds something genuinely useful, or genuinely fun, to the UI or API.

Must use AirflowPlugin with at least one of fastapi_apps, external_views, or react_apps.

Think: a cost dashboard, a data-quality cockpit, an embedded notebook, a live ops console, a game.

The Agentic Pipeline

Orchestrate intelligence

Build a DAG that uses the Common AI provider to do real work with an LLM or an agent.

Must use apache-airflow-providers-common-ai — one of @task.llm, @task.agent, @task.llm_branch, @task.embed.

Think: an incident triage agent, a self-routing pipeline, a research crew that writes a report and files a PR.

Keep a Human in the Loop

Make the DAG ask for help

Build a workflow with a real human decision point using the HITL operators from Airflow 3.1.

Must use a HITL operator — ApprovalOperator, HITLOperator, HITLBranchOperator, or HITLEntryOperator.

Think: spend approvals, content moderation, a model that won't ship without sign-off, a choose-your-own-adventure pipeline.

Airflow Can Do That?!

The wildcard

Bend Airflow into a place orchestration has no business being, and make us say “wait, that’s a DAG?”

Must use Airflow as the engine. Beyond that — surprise us.

Think: Minecraft, hand gestures, hardware, music, games, art. If it makes a data engineer grin, it belongs here.

Submission & Scoring

Submission Guidelines

What to build
  • A new, public project that runs on open-source Apache Airflow 3.1+.
  • Individual entries only — one person per project.
What to submit
  • A demo video, 3 minutes or less.
  • A public code repository with a README and an open-source license.
  • A written description: what it does, how it works, what was hard.
  • Your category, the Airflow features used, and how to run it locally.
SCORING RUBRIC
25% Creativity & Originality
25% Airflow Feature Usage
20% Impact & Usefulness
20% Demo & Story
10% Technical Implementation
NOTE

Judging may be based primarily on your video and write-up. Judges are not obligated to clone and run your project, so make the demo count — show it working, on screen, in three minutes. Read the official rules →

Prizes

What you can win

Overall Winner
Nintendo Switch 2

Nintendo Switch 2

$500 value
Best in Category — ×4 winners
Noise-cancelling headphones

Noise-cancelling headphones

$150 value
All winners also receive

Virtual meet & greet with members of the Apache Airflow PMC

Guest episode on the Data Flowcast podcast

Social spotlight from Astronomer

Judges

MEET THE PANEL OF AIRFLOW EXPERTS.

Airflow PMC members, committers, Astronomer engineers, and members of the Astronomer Champions program — the community experts who live and breathe Airflow.

Volker Janz
Volker Janz
Senior Developer Advocate
Astronomer
Ash Berlin-Taylor
Ash Berlin-Taylor
Director, Airflow Engineering
Astronomer
Tamara Fingerlin
Tamara Fingerlin
Senior Developer Advocate
Astronomer
Jonathan Leek
Jonathan Leek
Senior Solutions Engineer
Astronomer
Amogh Desai
Amogh Desai
Senior Software Engineer
Astronomer
Bhavani Ravi
Bhavani Ravi
Data & AI Expert
Flowexperts.ai
Victor Iwouha
Victor Iwouha
Senior Data Engineer
Airflow Champion
Shrividya Hegde
Shrividya Hegde
Senior AI Data Engineer
Airflow Champion
Kyle McCluskey
Kyle McCluskey
Lead AI Solutions Engineer
TXI

Timeline

KEY DATES

  1. Registration opens Jul 30
  2. Build window Jul 30 – Sep 24
  3. Submissions close Sep 24
  4. Judging Sep 24 – Oct 15
  5. Winners announced Oct 15

Mentors & resources

EVERYTHING YOU NEED TO START BUILDING.

Astronomer Champion mentors are here to support you: talk through your project, brainstorm ideas, and work through roadblocks.

Samyak Jain
Samyak Jain
Assoc. Manager, Data Engineering
Schedule Office Hours
Jana Polianskaja
Jana Polianskaja
Senior Data Engineer
Schedule Office Hours
Shriya Agarwal
Shriya Agarwal
Senior Data Engineer
Schedule Office Hours
Raviteja Tholupunoori
Raviteja Tholupunoori
Software Engineer III
Schedule Office Hours
Aldo Escobar
Aldo Escobar
Data Engineer
Schedule Office Hours

Start Building

Join Beyond the Dag, the online Airflow hackathon for data engineers, presented by Astronomer. You will receive an email with details on how to submit your project.

Frequently asked questions

Who can join?

Anyone at or above the age of majority in their country of residence, anywhere in the world, except in regions where the Contest is restricted by law or sanctions (see Section 4 of the Official Rules). Data engineers, hobbyists, students, and the Airflow-curious are all welcome. Each entrant builds and submits their own individual project.

How much does it cost?

Nothing. Entry is free, and no purchase is ever necessary to enter or win.

Do I have to use Astro or Astronomer products?

No. Your project must run on open-source Apache Airflow 3.1 or later, and that is the only requirement. If you want a fast way to get started, the Astro CLI runs Airflow locally and a free Astro trial lets you build in the browser, but neither is required to enter or to win.

Does my project have to be a brand-new idea?

It has to be a new project that you build for this Contest, released in a public repository under an open-source license. You can build on existing open-source libraries, providers, and frameworks (that is the point), but the submitted project itself should be created for Beyond the Dag, not a repackaging of something you shipped earlier.

Can I enter more than one category, or submit more than one project?

No. Each person can submit only one project, entered in a single category. Pick the category that best fits what you built.

Can I use AI coding assistants to build my project?

Yes. AI assistants and third-party libraries are fair game, as long as your submission is substantially your own work and respects the licenses of anything it uses. One of the categories, The Agentic Pipeline, is about orchestrating AI inside Airflow in the first place.

Do I have to open source my project?

Yes. Every entry must live in a public repository under an OSI-approved open-source license. Encouraging open-source contributions is one of the goals of the Contest.

Which Airflow version do I need?

Apache Airflow 3.1 or later. The headline features the categories are built around (plugins, the Common AI provider, and the HITL operators) all rely on 3.1 or later.

How will my project be judged?

A panel of eight judges scores each entry on five criteria: creativity and originality, Airflow 3.1 feature usage, technical implementation, impact and usefulness, and demo and story. Judging happens over roughly two weeks after submissions close. Judges may evaluate primarily from your video and written description, so make the demo count.

What can I win?

Best in each of the four categories and one Overall Winner. Prizes are physical items and experiences, not cash: a hardware prize (the exact item is still being finalized), a guest episode on the Data Flowcast podcast, an Astronomer swag pack, and a virtual meet and greet with the Apache Airflow PMC. See Section 8 of the Official Rules.

Are there cash prizes?

No. All prizes are physical items and experiences. Depending on where you live, the value of a prize may count as reportable income, and any taxes or import charges are your responsibility (see Sections 8 and 10 of the Official Rules).

Can I get help while building?

Yes. Astronomer Champions serve as mentors during the build window and hold office hours. Watch the Contest website and the airflow-astronomer channel in Airflow Slack for details.

I work at Astronomer, or I am an Astronomer Champion. Can I take part?

No. Astronomer employees, contractors, and interns, every member of the Astronomer Champions program, the judges and mentors, and their immediate family and household members are not eligible to participate or win. Astronomer staff and Champions power the event from the other side of the table, as organizers, judges, and mentors.

How do I register and submit?

Register through the form on the Contest website. When your project is ready, submit it through the submission form before the deadline, including your demo video, your public repository link, your written description, and your category. You will receive details by email after you register.

Where can I ask a question that is not answered here?

Reach out to us in the #airflow-astronomer channel in Airflow Slack.