Diagnosis of drug allergies can be challenging and often involves a combination of medical history, physical examination, and, when necessary, diagnostic tests. Skin tests may be used to identify allergies to specific drugs, particularly antibiotics like penicillin. Blood tests can also help in diagnosing allergies by measuring levels of specific antibodies.