Although traditionally banana bread is made using butter, baking bread oil will actually produce softer bread. Oil is a liquid at room temperature and keeps the bread soft and moist.k, Butter on the other hand is solid at room temperature, therefore, baked goods such as banana bread tend to be a bit dryer when it is used.