Cumulonimbus clouds are heavy, dense, and towering vertical clouds associated with extreme weather, including thunderstorms, lightning, and heavy precipitation. Cumulus clouds are fluffy and fair-weather, stratus are flat and layered, and cirrus are high and wispy.