Vegetable oil is oil that is extracted from various types of fruits, seeds, grains, and nuts (all considered vegetables for this purpose). The most popular oils are made from canola, coconut, corn, cottonseed, olive, palm, palm-kernel, peanut, safflower, soybean, and sunflower.