Yes, electrical tape is the only thing I've ever seen used.
Just a hint: I use white Arundel Gecko tape. I clean it every couple of weeks with a rag and some 409 or whatever common kitchen cleaner you have. Works GREAT and looks new every time. Don't be scared of white tape. If you have the right kind it can last a long time!