Brittle failure occurs with little to no plastic deformation and is characterized by a sudden fracture, often at low temperatures or high strain rates, while ductile failure involves significant plastic deformation before fracturing, typically under higher temperatures or slower strain rates. Understanding the distinction between these failure modes is crucial in material selection and engineering design to ensure structural integrity under varying conditions.