We observe incompressible density plateaus, dubbed "wedding cake structure", for a monolayer of atoms in a 2D optical lattice. The density profiles reveal crucial thermodynamic information to investigate the superfluid-Mott insulator quantum phase transition and potentially quantum criticality.