DanielCarter-stack commented on PR #10399:
URL: https://github.com/apache/seatunnel/pull/10399#issuecomment-3802910088

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   ### Issue 1: WALCompactionDisruptor publishes complete events repeatedly
   **Location**: `WALCompactionDisruptor.java:98-99`  
   **Severity**: MAJOR  
   **Category**: Performance/Design  
   **Issue**: Publishing complete events to two RingBuffers on every write 
increases memory overhead; compaction threads do not need complete data  
   **Impact**: Increased memory usage in high-concurrency scenarios, 
potentially affecting performance
   
   ### Issue 2: CloudLSMWriter frequently creates file streams
   **Location**: `CloudLSMWriter.java:77`  
   **Severity**: MAJOR  
   **Category**: Performance  
   **Issue**: Creating a new FSDataOutputStream on every write() call, which is 
unfriendly to cloud storage  
   **Impact**: Decreased write performance in cloud storage scenarios, 
increased number of API calls
   
   ### Issue 3: Concurrent access to writeBatch and bf is unprotected
   **Location**: `AbstractLSMWriter.java:68-69, 128-151`  
   **Severity**: CRITICAL  
   **Category**: Concurrency Safety  
   **Issue**: `writeBatch` and `bf` are accessed concurrently by multiple 
threads without complete synchronization  
   **Impact**: May lead to `ConcurrentModificationException` or data corruption
   
   ### Issue 4: compaction() method lacks synchronization protection
   **Location**: `AbstractLSMWriter.java:164-200`  
   **Severity**: MAJOR  
   **Category**: Concurrency Safety  
   **Issue**: Race condition exists between `compaction()` and `sortFlush`  
   **Impact**: May lead to inconsistent file state
   
   ### Issue 5: Delete markers not cleaned up during compaction
   **Location**: `AbstractLSMWriter.java:232-235`  
   **Severity**: MAJOR  
   **Category**: Data Consistency  
   **Issue**: Delete markers (tombstone records) remain after compaction, not 
thoroughly cleaned up  
   **Impact**: Accumulation of tombstone records after long-term operation, 
wasting storage and affecting query performance
   
   ### Issue 6: Resource cleanup in exception handling is incomplete
   **Location**: `CloudLSMWriter.java:95-105`  
   **Severity**: MINOR  
   **Category**: Error Handling  
   **Issue**: `bf` not cleaned up when exceptions occur  
   **Impact**: May lead to data duplication
   
   ### Issue 7: Insufficient concurrency test coverage
   **Location**: `LSMWriterTest.java:327-396`  
   **Severity**: MINOR  
   **Category**: Test Coverage  
   **Issue**: Insufficient test intensity for concurrency scenarios  
   **Impact**: Concurrency bugs under edge conditions may go undetected in 
testing
   
   ### Issue 8: CompactionFile comparison logic is incomplete
   **Location**: `CompactionFile.java:40-54`  
   **Severity**: MINOR  
   **Category**: Code Quality  
   **Issue**: `compareTo`/`equals`/`hashCode` are inconsistent  
   **Impact**: May lead to abnormal `PriorityBlockingQueue` behavior
   
   ### Issue 9: Configuration error handling is not user-friendly
   **Location**: `IMapFileStorage.java:174-186`  
   **Severity**: MINOR  
   **Category**: User Experience  
   **Issue**: JSON parsing error messages are not clear enough  
   **Impact**: Difficult to troubleshoot when configuration errors occur


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