Continuous Positive Airway Pressure (CPAP) for cluster headache primarily works by delivering high-flow oxygen at controlled pressures, which induces rapid cerebral vasoconstriction and reduces trigeminal nerve activation. The consistent positive pressure and high-flow oxygen help interrupt the neurogenic inflammatory cascade and potentially modulate hypothalamic activity associated with cluster headache pathogenesis.