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In technology, sometimes the jumps in progress are small but, as is the case with containerization, the jumps have been massive and turn the long-held practices and teachings completely upside down. With this chapter, we will take you from running a tiny service to building elastically scalable systems using containerization with Docker, the cornerstone of this revolution.