The main difference between sleeping pads and air mattresses is that sleeping pads are thinner and lighter than air mattresses, making them more suitable for backpacking and other activities where weight and space are limited.
Sleeping pads are also usually more comfortable in cold weather, as they provide insulation from the ground. Air mattresses can also be insulated, but they are generally not as effective as sleeping pads.