Introduction: Problem, Context & Outcome Modern digital services operate nonstop, yet many engineering teams still react to failures instead of preventing them. Systems grow complex, traffic spikes unpredictably, and deployments happen multiple times a day. Without clear reliability practices, teams face recurring outages, slow recovery, on-call fatigue, and loss of customer trust. Manual fixes and…