Sweet almond oil is one of the most popular massage oils among massage therapists. Extracted from almonds, sweet almond oil is pale yellow in color. It is slightly oily, which allows hands to glide easily over skin. Sweet almond oil is absorbed fairly quickly, but not so quickly that you need to keep reapplying it.