Really? I've been very happy with how easy GitLab Runners are to manage. We were running 20,000 jobs a week on 6 bare metal boxes and we had tons of spare capacity. Simple Ansible script to deploy the runner and register it. Tags for t-shirt sizes to set the amount of CPU/memory allocated to each job container.

Maybe running on Kubernetes or some autoscaling solution is more painful.