The brake dust will start to bake in to your wheels if you don't clean it off periodically. Especially if the wheels get hot. You will do more damage by not cleaning them than you would exposing them to hard water. A lot of people change out their pads for a
ceramic material that produce much less dust. It will save your wheels and it's inexpensive to do. Something to consider. Hope this helps.