Diet modification for Cluster Headache primarily involves identifying and eliminating potential trigger foods, particularly those containing nitrates, tyramine, and alcohol, which can provoke vasodilation and neurogenic inflammation. By reducing intake of these substances, patients may experience a decrease in headache frequency and severity through modulation of vascular and neurological pathways associated with cluster headache pathogenesis.