Abstract: We characterize uniform rectifiability via density square functions, providing a square functions analogue of Preiss' theorem which characterizes rectifiability in terms of the existence of densities. We also discuss how density square functions of fractional homogeneity are related to Wolff potentials, answering a question of F. Nazarov