GitHub user potiuk added a comment to the discussion: Best Way to Track Step 
Execution Like Airflow Tasks in a Python Data Workflow

You can't now. This has been discussed that in the future we might want to 
serve this better (and we already started to discuss add Arrow ADBC provider. 
So far we hsmeave not seen anyone **wanting** this feature - usually Airflow is 
orchestrating external systems and data processing itself by Airflow task has 
not been the main focus. Some of the workflows requireing multiple tasks 
sharing memory were done with - for example - Ray (Astronomer has Ray provider 
https://github.com/astronomer/astro-provider-ray). 

But yes, seeing a "need" is a signal that yeah, maybe we should implement 
something like that.

GitHub link: 
https://github.com/apache/airflow/discussions/58088#discussioncomment-14914454

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