Aspirin, when used in combination therapy for cluster headache, acts as a non-steroidal anti-inflammatory drug (NSAID) that inhibits cyclooxygenase (COX) enzymes, reducing prostaglandin synthesis and modulating pain perception. Its analgesic and anti-inflammatory properties help mitigate the intense pain associated with cluster headaches by decreasing neurogenic inflammation and providing symptomatic relief.