CI/CD Runner Scaling (Self-hosted).

Dynamically scaling self-hosted CI/CD agents (runners) based on pipeline queue depth.

To save costs and improve build times, teams deploy ephemeral runners. Tools like Actions Runner Controller (ARC) for Kubernetes spin up a new Pod for every GitHub Action job. When the job finishes, the Pod is destroyed. This prevents concurrent job interference and scales infinitely with node autoscaling.