Cloudera Workload XM optimizes workloads and application performance across data environments, focusing on data warehousing, engineering, and machine learning. Key features include risk assessment, performance tuning, and self-service analytics, aimed at enhancing data health and quick troubleshooting. The solution is designed for various user personas, requires no installation, and offers deep integration with existing execution engines.