Boxer. The American Boxer Club agrees that these popular dogs are not natural swimmers. Because they lack much of a tail, and have a deep-chested build, swimming doesn't come as easily to boxers as to other dogs. However, plenty of boxers can learn to love the pool—with patience, and plenty of treats.