This study examined grain consumption patterns among U.S. children and adolescents (ages 2–18, N = 8,367) and their association with diet quality and intake of shortfall nutrients identified in the 2015–2020 Dietary Guidelines for Americans (DGA). Eight grain food patterns were analyzed using NHANES 2005–2010 data.