Here we explore environmental and anthropogenic covariates driving the spatial variation in safely managed drinking water services (SMDWS), and generate a global map of subnational (GADM version 3.6) estimates of SMDWS use across 135 low- and middle-income countries. Further, we determine the dominant factors limiting use of SMDWS around the world.