Modern IT operations (ITOps) have evolved dramatically with the advent of orchestrated cloud-native services, containers, Kubernetes, complex infrastructure, serverless, and the adoption of multicloud architectures. Traditional approaches to system reliability no longer suffice in environments characterized by high rates of change, organizational complexity, and skill limitations.