GitHub user wjddn279 added a comment to the discussion: Thread-Powered Local 
Executor

@alkismavridis 

Yes, I strongly agree that the excessive memory usage compared to the 
simplicity of the tasks stems from Python’s fork-based process creation model. 
If the memory issue cannot be resolved (I’m currently looking into it), 
switching to a model where workers are created dynamically—similar to the 
KubernetesExecutor—might be a good alternative. However, it’s hard to predict 
what impact that change might have, so I think we should get input from whoever 
is managing the overall direction.

GitHub link: 
https://github.com/apache/airflow/discussions/57699#discussioncomment-14848116

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