Edinburgh is morr commonly pronounced “edinbruh”.
Glasgow and Edinburgh are pronounced "Glesca" and "Embra" by their natives but I wouldn't recommend it to others.
I've heard some Americans pronounce it "Edin-bo-ro" which is entirely off.