This dissertation consists of three essays on spatially differentiated markets. Generally, I explore how firms and consumers behave in such markets using structural modeling, causal inference and machine learning techniques, as well as high-resolution spatial data. In the first chapter, I study the efficiency of firm location configurations in the...