Yeah no problem. Just spray it on, let it sit for 15 minutes, and then wipe it off. Some paint may be too hard to just wipe off, so just use a wire brush to take it off. Use the brush lightly though. And use latex gloves, because that paint stripper burns like hell when it gets on your skin.