Buğra Öztürk, Senior Data Engineer atMollie and Committer and PMC member on the Apache Airflow project, joins us to walk through Airflow CTL — what it is, how it differs from the existing Airflow CLI and where it is headed under AIP-94.
Key Takeaways:
00:00 Introduction.
03:10 Buğra has contributed to Airflow since 2022, from docs changes up to Committer and PMC member — a path he hopes inspires others to start small and contribute.
04:05 Airflow CTL solves secure user interaction by abstracting database credentials behind the public core API.
05:13 Airflow CLI and Airflow CTL are complementary — CLI handles administration and database management while CTL handles secure user interactions via the API.
07:08 Airflow CTL authenticates via the API, acquires a JWT token and stores it securely in the OS keyring — running on the user's machine and never requiring direct database access.
08:21 Concrete use cases include local DAG development without the UI and CI/CD automation using headless mode with short-lived JWT tokens.
10:08 AIP-94 describes the long-term vision — decoupling all remote commands from the Airflow CLI and routing them through Airflow CTL.
13:12 Airflow CTL is currently at 0.X and already being used in CI and deployment automations. The move to 1.0 with full CLI parity is the next milestone under AIP-94.
16:09 Multi-team deployment becoming generally available in a future Airflow release is Buğra's most-anticipated upcoming feature beyond Airflow CTL.
Resources Mentioned:
Buğra Öztürk
https://www.linkedin.com/in/bugraozturk93/
Mollie
https://www.linkedin.com/company/mollie/
Mollie | Website
https://www.mollie.com/
Apache Airflow CTL
https://airflow.apache.org/
AIP-94 on Airflow Confluence
https://lists.apache.org/thread/d2o1pr78wxdp1wozq519stp0pkcv6k6c
Apache Airflow GitHub
https://www.github.com/apache/airflow
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