No problem at all. Buy glass drilling bits. Make hole in glass larger than bolt/lag or whatever you use unless it's some type of hollow wall anchor like snap toggler. You might want to put some thin washers between bracket and wall so no pressure is applied to surrounding tile from bracket. I have mounted to nearly everything.