Introduction: Problem, Context & Outcome Modern engineering teams must release software quickly; however, they must also keep systems reliable, secure, and available at all times. Unfortunately, many teams still struggle with outages, alert fatigue, unclear incident ownership, and unstable deployments. As organizations adopt cloud platforms, microservices, and CI/CD pipelines, complexity increases rapidly. Therefore, traditional operations…