The paper describes the design, implementation, and utility of the NYC FITNESSGRAM (NYCFG), a school-based, population-level physical fitness surveillance program for New York City public school youth. It demonstrates the program's value in monitoring fitness as a health proxy, identifying disparities (e.g., by neighborhood poverty), and informing public health and educational interventions.