Introduction: Problem, Context & Outcome Many engineers in Thailand learn DevOps concepts through videos or short courses, yet they struggle to apply those ideas in real production environments. They understand individual tools, but they fail to connect development, operations, cloud infrastructure, and reliability into a smooth delivery process. At the same time, companies across Thailand…

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