A monograph that examines in detail two aspects in the field of interpolation of functions - the Global Smoothness Preservation Property (GSPP) and the Shape Preservation Property (SPP). It is accompanied by numerous open problems, an updated set of references, and an appendix featuring illustrations of nine types of Shepard surfaces.