Dynamic storage allocation is a method in computer science that manages memory allocation during the runtime of a program, allowing for efficient use of memory resources and flexibility in handling data structures of varying sizes. It is crucial for optimizing performance and preventing memory leaks in applications that require frequent and unpredictable changes in memory usage.