I recommend left side for the LIM-CUZ flight. When you are approaching Cusco you can appreciate the snowy mountains. Sometimes very close but not always, it depends on the route the plane takes.

I think the mountain in Tummy's pic is the Salkantay. Sometimes the plane descends very, very near that sacred mountain. It's amazing!!!