They aren't easy.
Basically you will have 20 wires or so attached from head to toe while you sleep. The nurses will wake you whenever one comes loose which happens to me 3-4 times whenever a sleep study is done.
Don't let this keep you from having a study done though. They can save your life and improve life quality immensely.