These tools provide a centralized way to standardize your infrastructure by defining system states as code. By automating the deployment and maintenance of server environments, they eliminate manual drift and ensure your fleet remains consistent across development and production. When selecting a platform, prioritize options that offer robust version control integration and the ability to scale seamlessly as your architecture grows in complexity.

Run LiteLLM on Kubernetes the operator way