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Java applications run on top of the JVM — a powerful but complex runtime environment that re-implements many OS features. It has its own memory management, garbage collector, and dynamic code compiler (JIT). While these features help with performance and portability, they often make troubleshooting a real challenge. At Coroot, we recently improved our support for continuous profiling in JVM-based applications.

Modern apps are built by many teams, each owning a different set of services: APIs, background jobs, databases, platform components, and more. As the system grows, it gets harder for each team to focus on what actually matters to them.When everything is mixed together, dashboards get messy, service maps are too large to be useful, and alerts end up reaching the wrong people. Instead of helping, your observability stack turns into a distraction. It has lots of data, but no clear context.