Her simple wooden support system looks incredible, but if you don't want to (or can't) create all that from scratch, you can buy and install floating shelf brackets instead. As for the shelves ...

If your shelf is longer than 24 inches, add a third bracket in the center of the shelf ... Use something more rustic like ...