Introduction: Problem, Context & Outcome Many engineering teams invest heavily in DevOps tools but still fail to achieve faster, reliable software delivery. Pipelines exist, yet deployments break, environments drift, and collaboration suffers. This gap occurs because teams lack structured DevOps guidance rooted in real production environments. Today, organizations expect rapid releases, stable platforms, and shared…

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