The purpose of this study is to evaluate the safety and activity of gemcitabine plus trastuzumab and pertuzumab in patients with metastatic human epidermal growth factor receptor 2 (HER2)+ breast cancer who have progressed on at least one prior line of chemotherapy plus HER2 targeted agent such as T-DM1, trastuzumab, or lapatinib.