Red Hat OpenShift Service on AWS (ROSA) is a fully managed application platform that offers a more seamless experience for building, deploying, and scaling applications. For machine learning (ML) workloads, ROSA now supports On-Demand Capacity Reservations (ODCR) and Capacity Blocks for ML, allowing cloud architects and platform administrators to strategically utilize their existing AWS purchases to help deliver uninterrupted access to essential compute infrastructure. Today, ROSA is available in over 30 regions and supports over 600 instance types, allowing customers to run diverse workloads