Software engineers often guess when sizing databases and thread pools, but queueing theory provides a mathematical approach to predict system behavior. By understanding arrival rates, service times, and utilization metrics, developers can find the optimal balance between performance and resource costs, avoiding the exponential wait time increases that occur as utilization approaches capacity.