Even though we're roughing it, no one benefits from a rough night of sleep. Sleeping directly in your sleeping bag on the ground can cause some definite soreness in the morning, but camping mattresses are expensive, and air mattresses are bulky. However, pool floats are relatively inexpensive, and you might already have a few lying around. As an added bonus, most of them even have a built-in pillow!
