Oxygen tanks are large metal cylinders that store oxygen under pressure (compressed oxygen). They?re part of oxygen therapy. If you have a lung condition or difficulty breathing, oxygen tanks help your body get the oxygen it needs to function. The oxygen may be in gas or liquid form.