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Atlassian explains its gradual transition from gostatsd to the OpenTelemetry Collector through a platform that gathers metrics from approximately 100,000 hosts across 14 regions, while preserving the existing user interface to avoid re-instrumenting thousands of services all at once. The process helped reduce CPU consumption and distribute load more evenly, while gradual deployment and parallel operation remained the foundation of operational risk management.