Fatigue-induced failures remain a critical challenge to the performance and reliability of metals and alloys due to their inherently complex and unpredictable nature. This Perspective highlights emerging frontiers in fatigue research, including key mechanistic insights, material designs for improving fatigue resistance and advances in fabrication, characterization and modelling techniques.