wjddn279 commented on issue #59033:
URL: https://github.com/apache/airflow/issues/59033#issuecomment-3615023368

   I deployed both the 3.1.3 version image and the 3.1.4rc1 image 
simultaneously using docker compose to test the following PR 
https://github.com/apache/airflow/pull/58365, and after running 88,100 tasks 
over 14 hours, I compared the memory usage per process of the scheduler.
   
   As a result, I confirmed that the existing memory usage of 3.9GiB was 
reduced to 1.6GiB.
   
   
   | airflow:3.1.3 | airflow:3.1.4rc1 |
   |-------|-------|
   | <img width="644" height="781" alt="Image" 
src="https://github.com/user-attachments/assets/4cb2804e-77a5-4060-aa77-8988d745d294";
 />|<img width="644" height="781" alt="Image" 
src="https://github.com/user-attachments/assets/799700ba-80ef-4803-9056-604f500eeafb";
 />|
   
   ```
   CONTAINER ID   NAME                               CPU %     MEM USAGE / 
LIMIT     MEM %     NET I/O           BLOCK I/O         PIDS
   0a8484d2f548   af_test2-airflow-scheduler-1       0.81%     1.743GiB / 
19.49GiB   8.94%     18.8GB / 10.7GB   656MB / 2.35GB    40
   5f1ab497195d   af_test-airflow-scheduler-1        2.02%     4.047GiB / 
19.49GiB   20.76%    22.4GB / 12.1GB   638MB / 9.37GB    40
   ```


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