Yes, but it could depend on the card. In most cases, fast-food restaurants and chains are eligible dining establishments for earning bonus rewards. Starbucks, for example, classifies itself as being in the restaurant category and will usually code as a dining purchase on your credit card. But you should still check what your specific card classifies as eligible dining purchases, just in case terms vary.