Use light-tasting vegetable oil with a high smoke point. Grapeseed, canola, or sunflower oil is great to use as it has a high smoke point and neutral flavor. While olive oil is often used for cooking, it is not ideal for baking fries at high temperatures. Olive oil has a lower smoke point, and the intense heat can cause it to develop an unpleasant taste.