A growing understanding of trained immunity, a form of long-lasting immune system adaptation, is reshaping how scientists view diabetes and its many complications. A new review highlights how persistent changes in the body's innate immune system may contribute to the development of diabetes, worsen disease progression, and create new opportunities for treatment.