MUC1 aptamer‐decorated, DOX‐loaded exosomes significantly enhanced targeted drug delivery and tumor suppression in vivo, showing superior tumor accumulation and clearance compared to free DOX. The gene discussed is MUC1; the disease is neoplasm.