Monotherapy with immune checkpoint inhibitors, specifically those targeting programmed death 1 (PD-1), has revolutionized the treatment of metastatic melanoma: approximately 40% of patients achieve a partial or complete response, many of which are durable. However, a subset of patients who initially respond to therapy will progress, leaving the majority of patients in need of an effective second-line approach. While some standard therapies exist, there has been robust interest in utilizing targeted immunotherapy combinations in this population to overcome primary or acquired resistance. Other approaches include treatment with anti-PD-1 agents beyond progression; targeting oligometastatic disease with surgery, radiation, and/or intratumor injections; and the use of other approved systemic therapies. This review summarizes the current available treatment strategies for patients with advanced melanoma when PD-1-directed therapy is not enough.