Regional inequality is investigated using a comparative and multiscalar framework. Regional inequality is sensitive to geographic scales and regional heterogeneity. The year of 2004 is the turning point of inequality trends in county-level China. Regional policies should adopt a geographic focus to reduce inequalities.