That third dimension can be over-rated. Sometimes leaving the dimension of depth completely out of an image create a very interesting abstraction.
People give me a lot of odd looks while I’m staring at walls. It’s usually on a street in Italy and I have my camera aimed at the nondescript side of the building. People pause, hoping to see a fascinating spider or something, then move on disappointed.