Soon, "running on Kubernetes" will be like "running on Linux", i.e., it won't add any operational complexity because you anyway have a Kubernetes cluster running.

So maybe you are not there yet, but for a future-oriented CI/CD platform with self-hosting option, using Kubernetes as basis is a good approach.