I believe it's most traditionally done with electrical tape. In theory you might also use handlebar tape, though that won't be cheap, or maybe even hockey tape. But electrical tape is the most common choice.
I'm not vouching for the safety of this, of course, or commenting on whether it will destroy your finish. (Electrical tape usually comes off pretty clean, but I'm not making any promises.) But I'm pretty sure that's the most common choice.