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Performance Improvements in JDK 26: G1 Throughput and AOT Caching

JDK 26 targets higher G1 application throughput and faster JVM startup and warmup through AOT object caching. Neither change comes with a universal speedup guarantee.
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JDK 26 introduces two performance-focused changes: a G1 garbage collector update intended to increase application throughput, and ahead-of-time (AOT) object caching designed to improve JVM startup and warmup across garbage collectors, including ZGC. Oracle describes qualitative goals, not a universal speedup percentage, so the effect depends on the application and should be measured in its actual environment.

What performance improvements does JDK 26 make?

Oracle’s JDK 26 release notes, published 17 March 2026, identify two changes: JEP 522 reduces synchronization between application and garbage-collection threads in G1, while JEP 516 makes AOT object caching compatible with any garbage collector. They address different concerns: throughput while an application runs under G1, and JVM startup and warmup when using the AOT cache. Oracle’s JDK 26 release notes and its JDK 26 migration guide describe the intended benefits.

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Change What it targets Scope
JEP 522: G1 synchronization reduction Application throughput G1 garbage collector
JEP 516: AOT object caching with any GC JVM startup and warmup Any garbage collector, including ZGC

Does JDK 26 improve G1 garbage-collection performance?

JEP 522, “G1 GC: Improve Throughput by Reducing Synchronization,” reduces synchronization between application threads and garbage-collection threads. Oracle’s stated aim is increased application throughput. This is specifically a G1 change; it should not be read as a performance claim for every collector or every Java workload. The amount of benefit, if any, depends on the program, workload, hardware, and configuration. The official descriptions do not provide a general percentage improvement or a benchmark tied to a named workload and system.

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How does JDK 26 AOT object caching work?

JEP 516, “Ahead-of-Time Object Caching with Any GC,” broadens the AOT object cache so it can be used with any garbage collector, including ZGC. Oracle’s migration guide describes cached Java objects being loaded sequentially from a neutral, garbage-collector-agnostic format, rather than being memory-mapped in a collector-specific format. The intended benefit is faster JVM startup and warmup, not a guaranteed improvement to steady-state application throughput.

The change builds on Project Leyden’s AOT work. Leyden’s stated goals include improving startup time, time to peak performance, and footprint; OpenJDK lists JEP 516 as delivered in JDK 26. See the OpenJDK Project Leyden page.

Default behavior and disabling the cache

Oracle’s JDK 26 release notes say the AOT cache is enabled by default and document -XX:-UseGCOverheadLimit as the option to disable it. The same notes caution that exact out-of-memory error trigger conditions may differ because G1 calculates GC overhead and free heap somewhat differently. Check the release notes for your JDK distribution and test the option in your deployment configuration before changing production settings.

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How should you evaluate the performance impact?

The release notes and migration guide state intended outcomes but do not establish a universal numerical gain. To assess either change, compare equivalent runs of your application rather than relying on a generic JDK version claim.

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  1. Record the JDK distribution and version, collector, heap settings, hardware, and workload. Keep these consistent between comparison runs.
  2. For JEP 522, measure application throughput under G1 with representative load. If you use another collector, do not attribute a change to this G1-specific feature.
  3. For JEP 516, compare startup and warmup behavior with the same application and deployment conditions. Consider the collector your service actually uses, including ZGC if applicable.
  4. Repeat runs and examine the metrics that matter to your service. Report results only for the workload and configuration measured; the official materials do not support a one-size-fits-all percentage.

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