There are a few ways to hide LED strips on a shelf. One way is to use an opaque material to cover the strip. This could be a piece of tape or even black electrical tape. Another way is to use a thin piece of aluminum or other metal to make a barrier between the LED strip and the shelf surface. Finally, you could also build a false bottom into the shelf that the LED strip can be mounted underneath.