Brittle failure is a catastrophic failure mode characterized by rapid crack propagation with little to no plastic deformation, often occurring suddenly and without warning. It is typically associated with materials that lack ductility, such as ceramics or certain metals at low temperatures, and is influenced by factors like stress concentration and material defects.