Like their human companions, dogs can develop many different types of cancer, such as mammary cancers, lymphoma, leukemia, osteosarcomas, mast cell tumors and skin cancers, to name a few. According to the Veterinary Cancer Society, mammary tumors are the most common cancer seen in dogs.