GeoJinni is a spatial data management system built on Hadoop that provides built-in support for spatial data types, indexes, and operations. It includes a high-level spatial query language called Pigeon and uses spatial indexes like grid files and R-trees to efficiently process spatial queries and operations on large datasets distributed across clusters. GeoJinni allows users to analyze their spatial data efficiently by loading datasets into its system and expressing queries in a simple language.