Introduction: Problem, Context & Outcome Engineering teams increasingly adopt cloud platforms, yet many still struggle with unstable infrastructure, rising cloud costs, and failed deployments. Although organizations migrate workloads to the cloud, a lack of structured skills often leads to misconfigured services and operational risks. Meanwhile, businesses expect faster releases, higher availability, and elastic scalability. This…