joaopamaral opened a new issue, #51212:
URL: https://github.com/apache/airflow/issues/51212

   ### Apache Airflow version
   
   2.11.0
   
   ### If "Other Airflow 2 version" selected, which one?
   
   _No response_
   
   ### What happened?
   
   We observed a significant increase in scheduler loop duration after 
attempting to upgrade from Airflow 2.10.4 to 2.10.5. Due to this issue, we 
reverted the upgrade. However, after attempting to migrate from 2.10.4 to 
2.11.0, the problem persists.
   
   - v2.10.4
   
   
![Image](https://github.com/user-attachments/assets/d3104834-6786-4ec7-a8c3-c1e6e2776841)
   
   - v2.11.0
   After upgrading to version 2.11.0 we noticed that the scheduler loop 
increased to ~18s (2x the old values) running the same dag.
   
   
![Image](https://github.com/user-attachments/assets/ae3d1fff-9d32-49f5-af0f-6b3276065bbc)
   
   ### What you think should happen instead?
   
   I’ve reviewed the code changes between versions but haven’t been able to 
identify any specific modification that could explain this increase in 
scheduler loop duration. Nothing in the diffs stands out as an obvious cause 
for the performance degradation.
   
   
   ### How to reproduce
   
   Using Airflow v2.10.4
        •       Create a DAG with a large number of tasks (>5,000).
        •       Trigger the DAG and monitor the 
scheduler_scheduler_loop_duration metric.
   
   Using Airflow v2.11.0
        •       Repeat the same setup: using a DAG with >5,000 tasks.
        •       Trigger the DAG and monitor the same 
scheduler_scheduler_loop_duration metric.
   
   Expected vs. Observed Behavior
        •       Expected: The scheduler loop duration should remain consistent 
or show minimal variation between versions.
        •       Observed: In v2.10.4, the loop duration typically remains 
around 9 seconds. In v2.11.0, we observed a significant increase in this 
duration (2x).
   
   ### Operating System
   
   Debian GNU/Linux 12 (bookworm)
   
   ### Versions of Apache Airflow Providers
   
   - 2.10.4
   
   
![Image](https://github.com/user-attachments/assets/bb653728-8fd9-4352-8f26-9eff74a85ce7)
   
   - 2.11.0
   
![Image](https://github.com/user-attachments/assets/184e31ef-0399-471f-9270-00367e0216bc)
   
   ### Deployment
   
   Other Docker-based deployment
   
   ### Deployment details
   
   Docker (v28.0.4) deployment
   
   ### Anything else?
   
   Observed after upgrade attempt.
   
   ### Are you willing to submit PR?
   
   - [ ] Yes I am willing to submit a PR!
   
   ### Code of Conduct
   
   - [x] I agree to follow this project's [Code of 
Conduct](https://github.com/apache/airflow/blob/main/CODE_OF_CONDUCT.md)
   


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