More affluent cities have systematically lower emissions per unit of GDP, supported by imports from less affluent, industrial cities located nearby. In turn, clusters of industrial cities are supported by nearby centres of coal or oil extraction. Substantial reductions are possible by updating a disproportionately small fraction of existing infrastructure.