Auto Scaling in AWS Glue Apache Spark jobs is now generally available. AWS Glue 3.0 can now dynamically scale resources up and down based on the workload. With Auto Scaling, you no longer need to worry about over-provisioning resources for jobs, spend time optimizing the number of workers, or pay for idle workers.