Workshop: Profiling JVM Applications in Production



1:00pm - 4:00pm


  • experience with Java application development or operations
  • bring a laptop with a modern browser - hands-on labs will be performed through the browser

Profiling JVM applications it not very easy in the first place. Many profilers, such as JVisualVM and jstack, will simply lie to your face about which call stacks are hottest and where your bottlenecks lie. Profiling in production environments has even more challenges, because you have to carefully manage overhead, account for other processes running on the system, and choose non-invasive tools that don't require an application restart. This is the workshop for you -- we will learn, understand, and experiment first-hand with JVM profiling tools designed for production use.

We will build a simple checklist for verifying JVM application performance, and finding the area to focus on in a closer investigation. Then, we will experiment with two approaches for CPU profiling on Linux: the perf multi-tool, combined with perf-map-agent, and the async-profiler project, an innovative tool that brings perf together with traditional JVM profiling techniques. We will visualize stack traces using flame graphs, and understand where the CPU bottlenecks lie, through a series of hands-on labs. In the second half of this workshop, we will talk about more complicated scenarios: diagnosing errors when opening files, tracing database queries, monitoring system I/O load, understanding the reasons for excessive garbage collection, figuring out why threads are blocked off-CPU, and more.


  • Linux and JVM performance information sources: tracepoints, {k,u}probes, USDT, JMX, JVMTI, Java SA, JFR, GC/JIT logs
  • Linux JVM performance checklist: top, sar, free, iostat, pidstat, vmstat, jstack, jstat (based on hsperfdata), jcmd, jattach
  • Linux perf, CPU sampling, getting stack reports, problem with symbols
  • Generating perf maps with perf-map-agent, inline frames, source info
  • Visualizing JVM profiles with flame graphs
  • JVMTI profiling with an agent & jattach: GetAllStackTraces, exceptions, class loads, monitor contention [link] etc.
  • Full-stack JVM profiling with async-profiler, how it works, pros and cons
  • Introduction to BPF
  • BPF scenarios and the BCC toolkit, Java-specific tools, JVM USDT probes, -XX:+ExtendedDTraceProbes
  • Dedicated BCC tools: fileslower, opensnoop, gethostlatency, runqlat, cpudist
  • General-purpose BCC tools: trace, argdist, funccount, stackcount, funclatency
  • Heap allocation profiling (based on TLAB sampling) with async-profiler vs. funccount/stackcount vs. grav

Speaker: Sasha Goldshtein

CTO of Sela Group, a Microsoft MVP and Regional Director

Sasha Goldshtein is the CTO of Sela Group, a Microsoft MVP and Regional Director, Pluralsight and O'Reilly author, and international consultant and trainer. Sasha is the author of two books and multiple online courses, and a prolific blogger. He is also an active open source contributor to projects focused on system diagnostics, performance monitoring, and tracing -- across multiple operating systems and runtimes. Sasha authored and delivered training courses on Linux performance optimization, event tracing, production debugging, mobile application development, and modern C++. Between his consulting engagements, Sasha speaks at international conferences world-wide.

Find Sasha Goldshtein at

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