This supplement shares new knowledge from the Pain Management Collaboratory. Contents focus on key measurement issues, optimization of health record data, challenging methodological and analytic issues, adverse event monitoring, and implementation science and partner engagement. Two recently funded trial protocols showcase ongoing pragmatic/implementation clinical trial design and methodological innovation.