Complications that occur during cancer therapy have emerged as a major contributor to the poor quality of life experienced by cancer patients as they live longer due to improved treatments. Many studies have investigated chemotherapy-induced peripheral neuropathy, but few have investigated the autonomic nervous system. Cardiovascular autonomic dysfunction (CAD) contributes to the distressing symptoms experienced by cancer patients, and it is also related to poor treatment outcomes. CAD has a multifactorial etiology in patients with cancer: it can be caused by the cancer itself, chemotherapy or radiation therapy, or other comorbidities. Its symptoms are nonspecific, and they include orthostatic hypotension, resting tachycardia, dizziness, chest tightness, and exertional dyspnea. It is important to suspect CAD and perform therapeutic interventions in a clinical context, because a patient who is more frail is less like to endure the treatment process. The quality of life of patients receiving active cancer treatments can be improved by evaluating the risk of CAD before and after chemotherapy, and combining both nonpharmacological and pharmacological management. Here we review the prevalence, pathogenesis, diagnosis, and treatment of CAD, which is the most common and a sometimes serious symptom in cancer patients.