High-cycle fatigue refers to the phenomenon where a material fails due to the application of a large number of cycles of relatively low stress, typically characterized by cycles exceeding 10,000. This type of fatigue is crucial in engineering as it affects the longevity and reliability of components subjected to repetitive loading, such as in aerospace and automotive industries.