From sauteing vegetables and frying eggs to baking cakes and finishing a bowl of soup, extra virgin olive oil can take on far more roles than its usual place in a salad dressing.

Every year on Sept. 30, the world celebrates National Extra Virgin Olive Oil Day, which turns the attention to one of the kitchen's most familiar and flexible ingredients. From sautéing vegetables and frying eggs to baking cakes and finishing a...