This document discusses auto-scaling Concourse CI on AWS without using BOSH. It introduces concourse-aws, which allows bootstrapping a Concourse cluster on AWS with one command. Concourse-aws supports time-based and utilization-based auto-scaling to optimize costs. It implements auto-scaling using Terraform to provision AWS resources. The author hopes Concourse will support officially pausing pipelines when scaling workers and caching Docker images to improve build times after scaling out.