MadhuTiwari-345 commented on issue #13027:
URL: https://github.com/apache/apisix/issues/13027#issuecomment-3956697619

   Thank you for the guidance. @Baoyuantop 
   
   To approach this incrementally, I would like to start with a smaller first 
step:
   
   Instead of implementing full adaptive rate enforcement immediately, I plan 
to begin with a basic per-consumer rolling baseline tracker (for example, using 
an exponential moving average).
   
   This initial version would:
   
   - Track request rate per consumer
   
   - Maintain a rolling baseline value in shared memory
   
   - Log or expose the baseline metric (without automatically tightening limits 
yet)
   
   This would lay the foundation for future adaptive rate limiting logic while 
keeping the initial implementation focused and reviewable.
   
   Please let me know if this phased approach makes sense before I start 
drafting a PoC.


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