Penicillin allergy is an adverse immune response to penicillin and related antibiotics, which can range from mild rashes to severe, life-threatening anaphylaxis. It's crucial for individuals with a known allergy to inform healthcare providers to avoid penicillin and its derivatives, ensuring safe alternative treatments are used.