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. As these different approaches accumulate, the supporting deployment steps often end up scattered across multiple Wiki pages that quickly go stale. New engineers then spend their first two weeks copying configuration values from an old repository and hoping they still work.