The Centers for Disease Control and Prevention (CDC) has launched a data modernization initiative (DMI) focused on improving the data management capabilities of public health in the United States. Congress has appropriated a significant amount of funding for Federal and state, territorial, local, and tribal (STLT) public health agencies. We present some sizable barriers and challenges to seeing the vision for DMI come to fruition.