Pulmonary hypertension is caused by cancer and its therapeutic agents including chemotherapy, radiotherapy, and even the targeted therapies. Ironically, some of the cancer therapies that cause one type of pulmonary hypertension (PH) could potentially be employed in the treatment of another PH type. Greater awareness on the role of cancer therapeutic agents in causing PH is required. Conversely, since PH is mostly incurable, the potential role of some of these cancer therapeutic agents in the cure of PH should be recognized. In short, the relationship between cancer, cancer therapy, and PH is an interesting one requiring further attention, education, and research.