Yes, you can use fabric paint on upholstered furniture! You might be asking yourself a few questions now. First, how comfortable is a chair painted with fabric paint? How well does it hold up? And just how hard is it to DIY, anyway? I've been wondering the same, so I set out to put three different methods to the test by painting three different upholstered pieces.