As a global media and technology company connecting hundreds of millions of users to finance, sports, and entertainment platforms, Yahoo operates a massive data infrastructure where analytics workloads must run continuously at high speed. In deadline-driven data environments, relying on fixed virtual machine (VM) configurations creates a brittle system; if a specific machine shape faces a regional capacity constraint, cluster provisioning in Managed Service for Apache Spark (formerly Dataproc) can experience delays and stall critical data pipelines. Yahoo utilizes flexible VMs in Managed Servi