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https://issues.apache.org/jira/browse/SPARK-54039?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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Dongjoon Hyun updated SPARK-54039:
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    Summary: `Add TaskContext information to KafkaDataConsumer release() logs 
for better debugging`  (was: SS | `Add TaskContext information to 
KafkaDataConsumer release() logs for better debugging`)

> `Add TaskContext information to KafkaDataConsumer release() logs for better 
> debugging`
> --------------------------------------------------------------------------------------
>
>                 Key: SPARK-54039
>                 URL: https://issues.apache.org/jira/browse/SPARK-54039
>             Project: Spark
>          Issue Type: Improvement
>          Components: Structured Streaming
>    Affects Versions: 3.4.1, 3.5.0, 3.5.2, 4.0.0
>            Reporter: Nishanth
>            Assignee: Nishanth
>            Priority: Major
>              Labels: pull-request-available
>             Fix For: 4.1.0
>
>
> Currently, log messages in the {{release()}} method of {{KafkaDataConsumer}} 
> do not include Spark task context information (e.g., TaskID).
> This change adds task context details to the {{release()}} logs to improve 
> traceability and debugging of Kafka consumer lifecycle events.
> We previously added similar context in 
> {{{}KafkaBatchReaderFactory.createReader{}}}, which has proven useful for 
> debugging. Including this information in {{release()}} helps correlate 
> consumer release metrics with the specific Spark tasks that borrowed the 
> consumer.



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