Editor’s Note: The following is an article written for and published in DZone’s 2026 Trend Report, Cloud-Native Foundations: Kubernetes, Platform Engineering, and Distributed Operations at Scale . Every engineering organization that I have worked with eventually faces the same issue, which is that each team ships services differently. One team used Helm, another wrote raw manifests, and a third would have built a custom Bash script.