Structures and formation methods of a chip package are provided. The chip package includes a chip stack including a number of semiconductor dies. The chip package also includes a semiconductor chip, and the semiconductor chip is higher than the chip stack. The chip package further includes a package layer covering a top and sidewalls of the chip stack and sidewalls of the semiconductor chip.