Service time distribution is a statistical representation of the time taken to serve a customer or complete a service request, crucial for analyzing and optimizing queue systems and service operations. Understanding the distribution helps in predicting wait times, managing resources, and improving customer satisfaction by aligning service capacity with demand patterns.