Zeyu Chen created SPARK-51097:
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             Summary: Adding partition-level metrics for last uploaded snapshot 
version in RocksDB
                 Key: SPARK-51097
                 URL: https://issues.apache.org/jira/browse/SPARK-51097
             Project: Spark
          Issue Type: Improvement
          Components: Structured Streaming
    Affects Versions: 4.0, 4.1
            Reporter: Zeyu Chen


We currently lack detailed visibility into partition-level state maintenance in 
RocksDB. This limitation affects the ability to identify performance 
degradation issues behind maintenance tasks. 

To remediate this, we will add the partition-level metrics to 
StreamingQueryProgress to track the latest snapshot version uploaded in RocksDB.

This improvement addresses three challenges in observability:
 * Uneven partition starvation, where we need to identify partitions with slow 
state maintenance,
 * Finding missing snapshots across versions, so we minimize extensive replays 
during recovery,
 * Identify performance instability, such as gaining insights into snapshot 
upload patterns



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