This study analyzes the spatiotemporal dynamics of regional inflation across Indonesian regions, characterizing how inflation co-moves over space and time and quantifying the role of spatial dependence and common factors. The findings inform the regional dimension of price stability and monetary policy in a large, heterogeneous archipelagic economy.