Oxygen tanks are used to store gas for:
medical breathing (oxygen therapy) at medical facilities and at home (high pressure cylinder)
breathing at altitude in aviation, either in a decompression emergency, or constantly (as in unpressurized aircraft), usually in high pressure cylinders
oxygen first aid sets, in small portable high pressure cylinders