dheerajturaga opened a new pull request, #56240:
URL: https://github.com/apache/airflow/pull/56240

   EdgeExecutor was not implementing the revoke_task() method, causing it to 
raise NotImplementedError when the scheduler attempted to handle tasks stuck in 
queued state. This meant the task_queued_timeout feature was completely 
bypassed for EdgeExecutor.
   
   This commit implements revoke_task() to:
     - Remove tasks from executor's internal state (running, queued_tasks, 
last_reported_state)
     - Delete corresponding EdgeJobModel records to prevent edge workers from 
picking them up
     - Enable proper task queued timeout handling by the scheduler
     
   Before: 
   <img width="1461" height="583" alt="image" 
src="https://github.com/user-attachments/assets/c09ae6f8-22f4-4c87-b47a-0744a1c17201";
 />
   
   After:
   <img width="1915" height="932" alt="image" 
src="https://github.com/user-attachments/assets/f7fa37e2-79a1-4812-bfe9-9fd2dc411ba3";
 />
   
   


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