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By analyzing heap dumps with MAT and scrutinizing GC logs, the Vivo Internet Server Team identified thread‑local FutureAdapter and Jackson BufferRecycler objects and tuned promotion thresholds, cutting the Java game service’s Full GC occurrences from roughly 120 per day to about 30 and dramatically shortening pause times.
The article details how a Go service’s default GOGC setting caused overly frequent garbage‑collection pauses that spiked request timeouts, and how adjusting GOGC dynamically with debug.SetGCPercent and setting memory limits reduced GC CPU usage, extended pause intervals, and eliminated timeout spikes.
Didi upgraded its self‑developed Elasticsearch from JDK 11/G1 to JDK 17, adopting ZGC for latency‑critical clusters and tuned G1 for throughput, which eliminated long GC pauses, reduced query latency by up to 96%, cut CPU usage, and dramatically improved stability across multiple production clusters.
This article details how JD.com tackled rapid growth of its flash‑sale product pool by analyzing JVM GC bottlenecks, redesigning the system architecture, introducing dual‑cache bucket updates, local LRU caching, Bloom filters, and service separation, ultimately achieving significant performance and stability improvements for large‑scale promotions.
Long Young GC pauses in gRPC/Netty services were traced to Netty’s default thread‑local cache creating many MpscArrayQueue objects, and disabling the cache with the JVM options ‑Dio.netty.allocator.useCacheForAllThreads=false and ‑Dio.grpc.netty.shaded.io.netty.allocator.useCacheForAllThreads=false reduced GC time from up to 900 ms to about 100 ms, stabilizing the service.
This article presents a performance comparison of Dubbo 2, Dubbo 3 interface‑level, and Dubbo 3 application‑level address discovery models under a million‑instance scenario, showing significant reductions in memory usage and GC frequency for the newer models.
This article details a series of practical enhancements applied to an HBase 1.2.4‑based cluster—including layered BucketCache, data pre‑heating, GC‑friendly object pooling, and a multiget concurrency model—that together raise throughput several‑fold and consistently keep P99 latency below 50 ms in YCSB benchmarks.
Long garbage collection pauses can degrade Java application performance and SLA, so this guide outlines seven practical steps—including reducing object allocation rates, increasing young generation size, selecting appropriate GC algorithms, avoiding swap usage, tuning GC threads, managing I/O load, and limiting System.gc() calls—to minimize pause times.
This article outlines JD's attempts and explorations in customizing the JDK for HDFS, describing the background, limitations of Oracle JDK 1.8, the adoption of OpenJDK 11 with G1GC, a series of JVM and GC optimizations, performance results, and future development plans.
The article presents Pitcher, a Go‑implemented reverse‑proxy middleware, detailing its one‑core‑multiple‑routes architecture, callback‑based module model, hot‑configuration reload, graceful restart strategies, GC optimizations, service splitting, and various transport choices such as TCP/protobuf, UDP, and Unix domain sockets to achieve high‑performance, scalable traffic entry for Qunar.