Introduction: Problem, Context & Outcome Modern software organizations struggle to balance delivery speed, system reliability, and operational accountability. Teams adopt cloud, CI/CD, and automation rapidly, yet releases still fail due to poor coordination and unclear ownership. Engineers understand tools, but leadership often lacks DevOps execution depth. As systems scale, this gap creates outages, delivery delays,…