The ketogenic diet's potential therapeutic effect in cluster headache is primarily mediated through metabolic modulation and neuroprotective mechanisms, involving ketone body production that reduces neuronal hyperexcitability and inflammatory responses. By shifting cellular metabolism toward ketone utilization, the diet may decrease mitochondrial oxidative stress and modulate neuronal ion channel activity, potentially interrupting the pathophysiological cascade associated with cluster headache episodes.