Late Data refers to events arriving at the stream processing system after their associated event time has already passed a certain threshold, typically defined by a watermark. Handling late data correctly is crucial for accuracy in event-time processing, especially for windowed operations. Systems may handle late data by dropping it, processing it separately, or allowing updates to previously computed window results if configured to do so.