Spatial data visualization is the graphical representation of data that has a geographical or locational component, enabling users to see patterns, trends, and relationships in the data that are not immediately obvious in raw formats. It leverages various tools and techniques to transform complex spatial data into intuitive and interactive visual formats, facilitating better decision-making and insights for fields like geography, urban planning, and environmental science.