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https://issues.apache.org/jira/browse/KAFKA-20917?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Xi Wang updated KAFKA-20917:
----------------------------
    Description: 
*Latency regression after upgrading from 2.9 to 3.9*
After upgrading producer client from 2.9 to 3.9, we noticed produce latency 
increase, e.g. for ack-all producer, P50 latency increase from 8ms to 13ms, 
~60% increase. 
!Screenshot 2026-08-19 at 2.49.09 PM.png|width=923,height=257!

*What changed?*

3.9 introduce adaptive partitioning 

The profiling shows ready call is hot. The 3.9 client include more checks and 
calculations in RecordAccumulator.ready -> partitionReady method.
*2.9 client profiling*

!Screenshot 2026-08-19 at 2.29.20 PM.png|width=859,height=225!

low cluster.leaderFor call. 

!Screenshot 2026-08-19 at 2.34.29 PM.png|width=863,height=194!

no metadataSnapshot.leaderEpochFor call (introduced in 3.9)

*3.9 client profiling*

heavy metadataSnapshot.leaderEpochFor and cluster.leaderFor calls

!Screenshot 2026-08-19 at 2.31.36 PM.png|width=863,height=260!

!Screenshot 2026-08-19 at 2.38.46 PM.png|width=866,height=218!

!Screenshot 2026-08-19 at 2.40.28 PM.png|width=864,height=260!

*3.9 client with fix profling*
*!Screenshot 2026-08-19 at 2.43.46 PM.png|width=858,height=285!*

reduce the cluster.leaderFor call to similar as 2.9 client, no noticeable 
metadataSnapshot.leaderEpochFor call.

*!Screenshot 2026-08-19 at 2.45.06 PM.png|width=862,height=234!*

 

  was:
After upgrading producer client from 2.9 to 3.9, we noticed produce latency 
increase, especially for ack-all producer, e.g. P50 latency increase from 8ms 
to 13ms, ~60% increase. 

The profiling shows ready call is hot. The 3.9 client include more checks and 
calculations in RecordAccumulator.ready -> partitionReady method.
*2.9 client profiling*

!Screenshot 2026-08-19 at 2.29.20 PM.png|width=859,height=225!

low cluster.leaderFor call. 

!Screenshot 2026-08-19 at 2.34.29 PM.png|width=863,height=194!

no metadataSnapshot.leaderEpochFor call (introduced in 3.9)

*3.9 client profiling*

heavy metadataSnapshot.leaderEpochFor and cluster.leaderFor calls

!Screenshot 2026-08-19 at 2.31.36 PM.png|width=863,height=260!

!Screenshot 2026-08-19 at 2.38.46 PM.png|width=866,height=218!

!Screenshot 2026-08-19 at 2.40.28 PM.png|width=864,height=260!

3.9 with fix 

 


> [Java-client] RecordAccumulator.ready performance regression
> ------------------------------------------------------------
>
>                 Key: KAFKA-20917
>                 URL: https://issues.apache.org/jira/browse/KAFKA-20917
>             Project: Kafka
>          Issue Type: Improvement
>          Components: producer 
>            Reporter: Xi Wang
>            Priority: Major
>         Attachments: Screenshot 2026-07-02 at 1.59.07 PM-1.png, Screenshot 
> 2026-07-02 at 1.59.07 PM.png, Screenshot 2026-08-19 at 2.29.20 PM.png, 
> Screenshot 2026-08-19 at 2.31.36 PM.png, Screenshot 2026-08-19 at 2.34.29 
> PM.png, Screenshot 2026-08-19 at 2.38.46 PM.png, Screenshot 2026-08-19 at 
> 2.40.28 PM.png, Screenshot 2026-08-19 at 2.43.46 PM.png, Screenshot 
> 2026-08-19 at 2.45.06 PM.png, Screenshot 2026-08-19 at 2.49.09 PM.png
>
>
> *Latency regression after upgrading from 2.9 to 3.9*
> After upgrading producer client from 2.9 to 3.9, we noticed produce latency 
> increase, e.g. for ack-all producer, P50 latency increase from 8ms to 13ms, 
> ~60% increase. 
> !Screenshot 2026-08-19 at 2.49.09 PM.png|width=923,height=257!
> *What changed?*
> 3.9 introduce adaptive partitioning 
> The profiling shows ready call is hot. The 3.9 client include more checks and 
> calculations in RecordAccumulator.ready -> partitionReady method.
> *2.9 client profiling*
> !Screenshot 2026-08-19 at 2.29.20 PM.png|width=859,height=225!
> low cluster.leaderFor call. 
> !Screenshot 2026-08-19 at 2.34.29 PM.png|width=863,height=194!
> no metadataSnapshot.leaderEpochFor call (introduced in 3.9)
> *3.9 client profiling*
> heavy metadataSnapshot.leaderEpochFor and cluster.leaderFor calls
> !Screenshot 2026-08-19 at 2.31.36 PM.png|width=863,height=260!
> !Screenshot 2026-08-19 at 2.38.46 PM.png|width=866,height=218!
> !Screenshot 2026-08-19 at 2.40.28 PM.png|width=864,height=260!
> *3.9 client with fix profling*
> *!Screenshot 2026-08-19 at 2.43.46 PM.png|width=858,height=285!*
> reduce the cluster.leaderFor call to similar as 2.9 client, no noticeable 
> metadataSnapshot.leaderEpochFor call.
> *!Screenshot 2026-08-19 at 2.45.06 PM.png|width=862,height=234!*
>  



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