
Linwb developed JVM memory metrics collection for the crossoverJie/starrocks repository, focusing on backend observability and system monitoring. They designed and implemented new C++ modules to gather JVM memory data, integrating this logic into the existing StarRocks metrics framework. The solution included a configuration option to enable or disable JVM metrics, allowing teams to balance observability needs with system overhead. By leveraging C++, Java, and JNI, Linwb enabled more effective JVM troubleshooting, incident diagnosis, and capacity planning. The work demonstrated depth in backend development and metrics instrumentation, aligning with StarRocks’ strategy for improved system visibility and operational efficiency.
September 2025 monthly summary for crossoverJie/starrocks: Delivered JVM Memory Metrics Collection for the backend, enabling JVM memory observability. Introduced a configuration knob to enable metrics and added new C++ sources/headers for JVM metrics management. Integrated metrics into StarRocks metrics system. No major bugs fixed this month; primary focus was on feature delivery and quality improvements. Business value: improved observability, faster incident diagnosis, better capacity planning and performance tuning; technical achievements: instrumentation, backend integration, and C++ module additions. Technologies/skills demonstrated: C++, backend service development, metrics instrumentation, configuration management, StarRocks metrics framework.
September 2025 monthly summary for crossoverJie/starrocks: Delivered JVM Memory Metrics Collection for the backend, enabling JVM memory observability. Introduced a configuration knob to enable metrics and added new C++ sources/headers for JVM metrics management. Integrated metrics into StarRocks metrics system. No major bugs fixed this month; primary focus was on feature delivery and quality improvements. Business value: improved observability, faster incident diagnosis, better capacity planning and performance tuning; technical achievements: instrumentation, backend integration, and C++ module additions. Technologies/skills demonstrated: C++, backend service development, metrics instrumentation, configuration management, StarRocks metrics framework.

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