Fatigue failure occurs in materials subjected to fluctuating stresses and strains over time, even if these stresses are below the material's ultimate tensile strength. Unlike abrupt failures due to a single application of high stress, fatigue failure develops gradually, stemming from the cumulative effect of cyclic loading.