Almonds can be eaten whole or ground, or prepared as in marzipan, almond paste or almond butter. ... They are increasingly processed with water to make almond milk, a substitute for dairy milk. These Raw Whole Almonds have the classic oval shaped with a hard crunch and a rich, strong nutty flavor.