PeterZh6 opened a new issue, #11201:
URL: https://github.com/apache/inlong/issues/11201

   ### Description
   
   Parent Issue: 
[https://github.com/apache/inlong/issues/10961](https://github.com/apache/inlong/issues/10961)
   
   Description:
   **This feature focuses on SinkMetric only**
   This feature introduces enhanced metric instrumentation to improve 
observability within the InLong Sort Flink Connector, **specifically for the 
`starrocks` connector**. The newly added metrics in 
`inlong-sort/sort-flink/base/src/main/java/org/apache/inlong/sort/base/metric/SinkExactlyMetric.java`
 cover serialization processes, snapshoting states, and checkpoint completion.
   
   ### Key Metric Categories:
   1. **Serialization Metrics:**
      - **Success/Error Counters:** Track successful and failed serialization 
attempts (`numSerializeSuccess`, `numSerializeError`).
      - **Latency Gauges:** Measure the time taken for both serialization 
(`serializeTimeLag`).
   
   2. **SnapshotState Metrics:**
      - **Creation/Error Counters:** Monitor the number of snapshots created 
and errors encountered during snapshot operations (`numSnapshotCreate`, 
`numSnapshotError`).
   
   3. **NotifyCheckpointComplete Metrics:**
      - **Completed Snapshots Counter:** Track the number of completed 
checkpoints (`numSnapshotComplete`).
      - **Snapshot-to-Checkpoint Latency:** Record the time between snapshot 
creation and checkpoint completion (`snapshotToCheckpointTimeLag`).
   
   ### Implementation Details:
   The metrics are integrated into the `starrocks` connector (located in 
`inlong-sort/sort-flink/sort-flink-v1.15/sort-connectors/starrocks`) and can be 
adapted for use in other connectors. Specific changes are made in key methods 
like `serialize()`, `snapshotState()`, and `notifyCheckpointComplete()` to 
gather detailed performance and error data.
   
   This feature enhances monitoring capabilities, providing critical insights 
into serialization performance, checkpoint processes, and other key aspects of 
the connector's operation.
   
   ### Use case
   
   _No response_
   
   ### Are you willing to submit PR?
   
   - [X] Yes, I am willing to submit a PR!
   
   ### Code of Conduct
   
   - [X] I agree to follow this project's [Code of 
Conduct](https://www.apache.org/foundation/policies/conduct)
   


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