Butter will lead to an overall crispier texture (although in my recipe it's possible to get soft cookies with butter), while shortening will give you a softer texture. Some people prefer to use a combination of both butter and shortening to get their desired consistency. If you're considering health, butter all the way. Shortening is a processed fat made from oils that solidify at room temperature.