Shally-Katariya opened a new pull request, #60522:
URL: https://github.com/apache/airflow/pull/60522

   ## Summary
   Fixes #60517 by handling `TaskDeferralTimeout` during task execution cleanup.
   
   ## Problem
   Deferred tasks that exceed `execution_timeout` raise `TaskDeferralTimeout`,
   which was not previously caught by the task runner. As a result, `on_kill()`
   was not invoked and external jobs continued running on retries.
   
   ## Solution
   Catch `TaskDeferralTimeout` alongside `AirflowTaskTimeout` in
   `task_runner.py`, ensuring consistent cleanup behavior for deferred task
   timeouts. This follows the approach suggested in the issue.
   
   ## Testing
   - Verified the change using Breeze
   - Added a minimal test for the deferral timeout case
   


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