Most jellyfish are born, age, and die normally, like any other animal. There is one species, the immortal jellyfish (Turritopsis nutricula), who seemingly lives forever.  Immortal jellyfish have special cells that allow them to revert to their juvenile polyp stage when they experience damage or stress. So, unless an immortal jellyfish falls prey to some hungry animal, it seems that it can live forever.