galafis commented on issue #54981:
URL: https://github.com/apache/airflow/issues/54981#issuecomment-4068960955

   Hey, I took a look at this and I think I understand what's going on.
   
   When the operator runs in non-deferred mode, Airflow's `SecretsMasker` 
catches sensitive values in the logs because they go through the standard 
logging pipeline. But in deferred mode, the trigger gets serialized via 
`serialize()` which dumps the raw `variables` dict (including passwords, API 
tokens, etc.) into the trigger's serialized state. When the triggerer process 
picks it up and logs the trigger info, those values show up unmasked.
   
   I traced it through `BeamPythonPipelineTrigger.serialize()` in 
`providers/apache/beam/src/airflow/providers/apache/beam/triggers/beam.py` - 
the `variables` dict is returned as-is. The fix should ensure that sensitive 
keys in the variables are properly masked when the trigger state is logged.
   
   I'd like to work on this if it's available. Will have a PR up shortly.


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