GitLab VPE here. We're working on Dockerized version that will run in a Kubernetes cluster, which should make this easier, assuming you've already made that investment in your infrastructure.

More pertinent to your concern about cost: It should make it easier for PaaS' who are k8s-based to run it for you and perhaps provide a lower price point.