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https://issues.apache.org/jira/browse/SPARK-51358?page=com.atlassian.jira.plugin.system.issuetabpanels:all-tabpanel
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ASF GitHub Bot updated SPARK-51358:
-----------------------------------
    Labels: pull-request-available  (was: )

> Introduce snapshot upload lag detection through StateStoreCoordinator
> ---------------------------------------------------------------------
>
>                 Key: SPARK-51358
>                 URL: https://issues.apache.org/jira/browse/SPARK-51358
>             Project: Spark
>          Issue Type: Improvement
>          Components: Structured Streaming
>    Affects Versions: 4.0.0, 4.1
>            Reporter: Zeyu Chen
>            Priority: Major
>              Labels: pull-request-available
>
> As part of the first step to increase visibility into snapshot upload lag, we 
> want to add a snapshot lag alerting system. Using the state store 
> coordinator, we want to publish driver logs to warn about specific state 
> store instances falling behind.
> This allows us to enable observability through dashboards and alerts, helping 
> us understand the patterns and frequency of lag in production. The collected 
> data will also inform future remediation strategies.



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