The device is not 'just audio'. On the schematic in the data sheet you link to, you will see that there are as many small capacitors shown as there are power pins on the rail. Each power pin needs a capacitor as close to the power pin as physically feasible. This is so that the logic parts of the chip have an electrically 'stiff' supply on every pin.