 This study used Zillow data to develop neighborhood typologies and community clusters based on built environment and socio-demographic features, revealing unique single-family residential water use and conservation patterns associated with different income levels and urban form. The results highlight the importance of smart development in water scarce regions and demonstrate that defining communities based on built environment characteristics can lead to improvements in cluster water use and conservation cohesion.