Cloud-based data warehouses are built to be easy to use, requiring minimal intervention from customers as their work- loads scale. However, there are still many dimensions of a workload that they do not scale with automatically. For example, in cloud-managed clusters, large ad-hoc queries and ETL workloads must use the same cluster size provisioned for the rest of the workload, and warehouse size does not