pandasanjay commented on PR #35197:
URL: https://github.com/apache/beam/pull/35197#issuecomment-3247805448

   > hey @pandasanjay, is this PR still relevant?
   
   Hi @ahmedabu98, Yes..
   thanks for taking a look.
    I explored two approaches internally:
    1. Enrichment — This implementation runs into Dataflow worker instability 
because it manages threads manually and doesn’t play well with streaming 
parallel processing. I could use help here: do you know of any recommended 
patterns or examples to safely handle concurrent enrichment in streaming DoFns 
(or alternatives that avoid manual thread management)?
    2. Custom transformers — This approach works reliably. I’ll add that 
implementation.
    I’m currently on annual leave and will push the changes when I return. If 
you have suggestions while I’m away, please share and I’ll incorporate them 
once I’m back. Thanks!


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