Coregood first issue
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Beschreibung
Enhance the performance of the log ingestion pipeline, focusing on faster parsing and loading of log files, especially large or high-volume files.
Problem:
- Current log ingestion is slow or memory-intensive, leading to delays and potential timeouts or
OutOfMemoryErrorexceptions. - Performance bottlenecks may exist in file I/O, parsing logic, or database/storage writes.
Goals:
- Speed up log parsing and reduce memory consumption.
- Handle large files efficiently without crashing or hanging.
- Improve throughput for high-frequency log ingestion.
Proposed Improvements:
- 1. Replace
Files.readAllBytes()/readString()with streaming methods (e.g.,BufferedReader,Files.lines()). - 2. Optimize parsing logic to avoid unnecessary object creation or string manipulation.
- 3. Use batch processing or async queues for loading parsed logs into storage.
- 4. Profile and monitor performance to identify slow points (e.g., with Java Flight Recorder or VisualVM).
- 5. Consider parallel processing for independent files or chunks of data.