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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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Nishanth updated SPARK-54039:
-----------------------------
    Summary: SS | `Add TaskContext information to KafkaDataConsumer release() 
logs for better debugging`  (was: SS | `Add TaskID to KafkaDataConsumer logs 
for better correlation between Spark tasks and Kafka operations`)

> SS | `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
>            Priority: Major
>              Labels: pull-request-available
>
> Currently, the log messages in {{KafkaDataConsumer}} do not include Spark 
> task context information (e.g., {{{}TaskID{}}}) during the {{release()}} 
> phase.
> This makes it harder to correlate consumer release metrics and timing with 
> the specific Spark tasks that used the consumer, especially when multiple 
> tasks are borrowing consumers concurrently.
> This improvement adds task context details (such as TaskID) to the log 
> statements in the {{release()}} method to improve traceability and debugging 
> of Kafka consumer lifecycle events.



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