Verapamil, a calcium channel blocker, is used off-label for cluster headache prophylaxis by reducing intracranial and extracranial vascular smooth muscle tone and modulating calcium-dependent neuronal signaling. Its mechanism involves blocking L-type calcium channels, which decreases neurogenic inflammation and stabilizes cerebral blood vessel reactivity, thereby reducing the frequency and severity of cluster headache episodes.