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JVM Articles

48 articles

Fix JVM GC Pauses Spiking Application Latency

The JVM's Garbage Collector GC is aggressively collecting, causing long pauses that directly spike your application's latency.

3 min read

GraalVM Native Image: Build Instant-Start JVM Apps

GraalVM Native Image can build applications that start faster than traditional JVM applications because it performs ahead-of-time AOT compilation, elimi.

2 min read

JVM Heap Structure: Young, Old, Metaspace Explained

JVM Heap Structure: Young, Old, Metaspace Explained — practical guide covering jvm setup, configuration, and troubleshooting with real-world examples.

3 min read

JVM Heap Dump Analysis: Find Leaks with Eclipse MAT

The surprising truth about JVM heap dumps is that they're not just a snapshot of memory; they're a detailed forensic record that can pinpoint the exact .

3 min read

JVM Interview Questions: Senior Engineer Deep Dives

The JVM's garbage collector doesn't actually "free" memory; it reclaims objects that are no longer reachable, making their memory available for reuse.

5 min read

JVM Intrinsics: Methods the JIT Compiles to CPU Instructions

JVM intrinsics are methods the Just-In-Time JIT compiler can translate directly into specialized CPU instructions, bypassing Java bytecode entirely.

3 min read

JVM InvokeDynamic: How Lambdas Work Under the Hood

Lambdas are closures, which means they capture their surrounding state, but they don't actually capture anything in the traditional sense.

2 min read

JVM JIT Compilers: C1, C2, and Graal Explained

The Java Virtual Machine's Just-In-Time JIT compilers are the unsung heroes of Java performance, and they don't just compile your code once; they can co.

2 min read

JVM Lock Elision: When the JIT Removes Synchronization

The JVM's Just-In-Time JIT compiler can sometimes eliminate synchronization primitives entirely, even when they appear to be present in your bytecode, b.

2 min read

JVM Loop Vectorization: Unlock SIMD Performance

The JVM can automatically vectorize loops, meaning it can execute multiple iterations of a loop in parallel using SIMD Single Instruction, Multiple Data.

4 min read

Fix JVM Memory Leaks: Root Cause Analysis Guide

The JVM's garbage collector is failing to reclaim memory because an object that should no longer be referenced is still being held onto by an unexpected.

5 min read

JVM Memory Model: Happens-Before for Concurrent Code

The JVM's memory model doesn't actually guarantee that a write in one thread is visible to another thread immediately, even if you use volatile or locks.

3 min read

JVM Monitoring: Diagnose with jcmd, jstat, jmap

JVM Monitoring: Diagnose with jcmd, jstat, jmap The JVM's garbage collector is often the silent performance killer, and understanding its behavior is ke.

3 min read

JVM Native Memory Tracking: Monitor Off-Heap Usage

JVM Native Memory Tracking is a surprisingly powerful tool for understanding where your Java application is secretly leaking memory, often in places the.

3 min read

JVM Object Headers: Understand Memory Layout Overhead

A JVM object header is the first 8 or 16 bytes of any object, and it’s surprisingly complex. Let's see what's actually in there

2 min read

JVM Off-Heap Memory: Allocate Outside GC Control

The JVM's garbage collector doesn't actually control all memory used by your Java process. Let's say you're building a high-performance caching system

2 min read

JVM Compressed OOPs: Save Memory on 64-bit Heaps

JVM Compressed OOPs: Save Memory on 64-bit Heaps — practical guide covering jvm setup, configuration, and troubleshooting with real-world examples.

3 min read

JVM Panama and Valhalla: What's Coming to Java

The JVM's upcoming Panama and Valhalla projects are poised to fundamentally reshape how Java handles low-level system interaction and data representatio.

3 min read

JVM Performance Flags: Every -XX Option That Matters

The JVM's performance flags, prefixed with -XX:, aren't just knobs to twiddle; they're direct instructions to the Java runtime about how to manage its c.

4 min read

JVM Performance Regression: Detect Slowdowns in CI

JVM Performance Regression: Detect Slowdowns in CI — practical guide covering jvm setup, configuration, and troubleshooting with real-world examples.

4 min read

JVM Production Hardening: 30-Point Checklist

The most surprising thing about JVM production hardening is how much of it is about not doing things, rather than adding new configurations.

3 min read

JVM Safepoints and Biased Locking Explained

The JVM doesn't actually pause your entire application at "safepoints" to do its work; it asks threads to reach a safepoint on their own, which is a sur.

3 min read

JVM Security Manager: Migration Path After Removal

The JVM Security Manager, once a bastion of fine-grained access control, is effectively dead in modern Java versions, but its legacy continues to haunt .

4 min read

JVM Stack Frames: Understand Local Variable Tables

A JVM stack frame is a surprisingly mutable data structure that gets rebuilt constantly as your program runs, not a static snapshot.

2 min read

JVM Startup Time: Cut Cold Start from Seconds to Milliseconds

JVM startup time, especially for short-lived, frequently invoked functions, is often a bottleneck that’s surprisingly easy to optimize.

5 min read

JVM String Deduplication: Reduce Heap by 10-30%

JVM String Deduplication, a feature introduced in Java 8u20, can slash your heap usage by 10-30% by identifying and merging identical String objects.

3 min read

JVM Thread Dumps: Diagnose Deadlocks and Contention

A JVM thread dump is the closest you'll get to a snapshot of your application's soul, revealing not just what threads are doing, but why they're stuck.

4 min read

JVM Threads: How JVM Threads Map to OS Threads

The JVM doesn't really have threads in the way you're thinking; it has lightweight objects that represent threads, and those representations are multipl.

4 min read

JVM Tiered Compilation: How Code Gets Optimized

The JVM's tiered compilation is a sophisticated system that dynamically optimizes Java code by compiling it at different levels of aggressiveness based .

3 min read

JVM in Docker/K8s: Tune Heap for Container Limits

The JVM heap size in a containerized environment like Docker or Kubernetes often causes more trouble than it's worth because the default JVM heap settin.

4 min read

JVM ZGC vs Shenandoah: Low-Latency GC Compared

The most surprising thing about modern garbage collectors like ZGC and Shenandoah is that they achieve near-zero pause times not by being "faster" at co.

3 min read

JVM Architecture: Every Component Explained Deeply

JVM Architecture: Every Component Explained Deeply. The JVM doesn't just run Java code; it actively rewrites it on the fly to be as fast as possible.

3 min read

JVM Async Profiler: Find CPU Hotspots in Production

JVM Async Profiler is a powerful tool for identifying performance bottlenecks in Java applications. Let's see it in action

3 min read

JVM JMH Benchmarking: Measure Code Performance Accurately

JMH is designed to isolate code execution so effectively that it can sometimes measure the overhead of not running your code.

3 min read

JVM Bytecode: Read and Understand Class Instructions

JVM bytecode isn't just a lower-level version of Java; it's a highly optimized stack-based instruction set designed for efficient execution and portabil.

3 min read

JVM Class Data Sharing: Cut Startup Time Dramatically

JVM Class Data Sharing CDS can slash application startup times by up to 50% by pre-processing and sharing class metadata across JVM instances.

3 min read

JVM Class Loading: Bootstrap, System, App Classloaders

The JVM’s classloaders don’t just load classes; they actually decide which version of a class to use when multiple are available, and that decision is a.

3 min read

Fix JVM ClassLoader Memory Leaks in Production

The JVM's ClassLoader subsystem is failing to unload classes, leading to an out-of-memory error because the garbage collector can't reclaim the memory o.

4 min read

JVM Constant Pool: What Lives in Every .class File

The JVM constant pool is the single most misunderstood part of a Java class file, often mistaken for a simple lookup table when it's actually a dynamic,.

2 min read

JVM CPU Cache: Write Cache-Friendly Java Code

Java code can often be written to be more cache-friendly, and it's not about obscure compiler flags or processor-specific intrinsics.

3 min read

JVM Remote Debugging: Debug Production Without Restart

JVM remote debugging lets you attach a debugger to a running Java process, even on a production server, without stopping or restarting it.

2 min read

JVM Ergonomics: How the JVM Auto-Tunes Itself

The JVM's "ergonomics" aren't about making the JVM comfortable for developers; they're about making it performant without developer intervention.

4 min read

JVM Escape Analysis: Eliminate Heap Allocations

Escape analysis is a compiler optimization that determines if an object created within a method is only used locally and can therefore be allocated on t.

3 min read

JVM False Sharing: Fix Cache Line Contention Issues

JVM false sharing is when unrelated data structures on different threads happen to reside on the same CPU cache line, causing performance degradation.

5 min read

JVM Flight Recorder: Zero-Overhead Production Profiling

JVM Flight Recorder JFR is a tool that lets you profile your Java application with virtually no performance impact, even in production.

3 min read

JVM G1GC Tuning: Reduce Pause Times in Production

The Garbage First G1 Garbage Collector in the JVM is designed to provide predictable pause times, but achieving that in production often means understan.

3 min read

JVM GC Comparison: G1, ZGC, Shenandoah, Serial

The JVM's garbage collectors aren't just about freeing memory; they're about fundamentally controlling how your application's threads interact with the .

2 min read

JVM GC Logs: Parse and Diagnose Garbage Collection

You probably thought JVM GC logs were just a stream of incomprehensible text, but they’re actually a highly detailed, real-time diagnostic log of how yo.

5 min read
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