Spectral methods have revolutionized vibration fatigue analysis, offering a frequency-domain approach to estimate fatigue damage. By leveraging the PSD of the stress response, engineers can efficiently and accurately predict fatigue life under vibration environments. This review provides a comprehensive overview of spectral methods for vibration fatigue analysis, highlighting key concepts, applications, and challenges.