Polyhedra are three-dimensional geometric figures that consist of flat polygonal faces, straight edges, and vertices. They are defined by their vertices, edges, and faces, which together form a solid shape in space. Understanding polyhedra is crucial for spatial reasoning as they represent a key element in geometry that helps visualize and analyze complex structures.