COD Ghost Online with 360 controller?

does the game support 360 controller when playing online?

I would think so, but I cannot confirm.

It says full controller support in the steam store page.

Should work just fine. If you're actually going to go play the PC version online with a 360 controller though, be sure to shoot some video and put it up on youtube so we can watch you get laughably owned by literally everyone.