There are different kinds of almond extract to choose from, including pure almond extract, which is made from a combination of bitter almond oil, alcohol, and water. Natural almond extract, on the other hand, isn’t made from almonds, but a type of cinnamon called cassia bark, and almond flavoring is made from capric/caprylic triglycerides and artificial flavoring.