Can I safely steal from shops while invisible?

I'm currently in the middle of a game of Nethack, and have found a ring of invisibility. Also, I've come across a shop. I was wondering if the invisibility will let me steal items from the shop safely, or if the shopkeeper will notice that his inventory is going missing. I'd rather not find out through experimentation, obviously.