From early planning conversations that set the stage for the Learning Collaborative to recent planning to test new methods for hospital transitional care, data exchange has consistently emerged as a major challenge to implementing integrated models and improving services for people with mental illness and substance use disorder. This policy brief lays out challenges and potential solutions to data exchange in an integrated environment.