I called Canon support, and Jason got me connected. The Setup application didn't work. Had to download the printer driver, scanner driver, and network tool separately.
Same here. Just got my printer today. I can see that the printer is connected to the wireless router, but the Setup program cannot find the printer on the network. Very frustrating. (MacOS 10.10.4)