Almond oil is extracted from almonds ? which are the edible seeds of the almond tree (called Prunus dulcis). Almond trees come in both sweet and bitter varieties. Sweet almond oil is almost always used in scientific studies, given its safety. It has a nutty smell with a light sweetness.