monitoring

Production visibility requires more than basic request logging. I instrument critical code paths using ActiveSupport::Notifications to publish custom metrics that monitoring services consume. Each instrumented block publishes events with timing data,

Load balancers and orchestration platforms like Kubernetes rely on health check endpoints to determine if an application instance is ready to serve traffic. A robust health check doesn't just return 200 OK—it verifies critical dependencies like databa