This study examined spatial patterns of obesogenic environments for U.S. counties. We mapped the geographic dispersion of food and physical activity (PA) environments, assessed spatial clustering, and identified differences across regions and rurality categories. This study highlights geographic clustering and disparities in food and PA access.