Dynamic noise margin is an important parameter in digital circuits that determines their ability to tolerate noise without operational errors, especially under rapidly changing conditions. It reflects the circuit's robustness by defining the acceptable noise level for both logical high and logical low signals under dynamic operating conditions, taking factors like switching activity into account.