Spatial clustering is a process used to identify groups of objects or locations in geographic space that are more similar to each other than to those in other groups. It is crucial for analyzing spatial patterns, understanding geographic phenomena, and making data-driven decisions in fields like urban planning, ecology, and epidemiology.