Geometric data structures are specialized data structures designed to efficiently store and query geometric objects, such as points, lines, and polygons, in multidimensional space. They are crucial in computational geometry for optimizing spatial operations like searching, intersection, and proximity queries, which are essential in fields like computer graphics, geographic information systems, and robotics.