Application workloads refer to the types and amount of processing tasks that a computing application performs, influenced by factors like resource utilization, demand fluctuations, and user interaction patterns. Understanding these workloads is crucial for optimizing performance, ensuring reliability, and efficiently scaling IT infrastructure to meet evolving business needs.