davidzollo commented on issue #10574:
URL: https://github.com/apache/seatunnel/issues/10574#issuecomment-4060774226

   **Immediate Workaround:**
   
   - Set `enable_upsert = true` with proper `primary_keys` on the JDBC sink to 
make writes idempotent. This won't prevent the offset skip, but if combined 
with `auto.offset.reset = earliest` and manual offset management, it can reduce 
the impact.
   - Reduce `checkpoint.interval` to minimize the window of potential data loss.
   - For StarRocks specifically, consider using the StarRocks dedicated 
connector instead of the generic JDBC connector, as it may have better 
exactly-once support via Stream Load transactions.


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