A worker at Critters Pet Shop on Randall Road said it was taken either Thursday evening or Friday morning.
It happened while a worker was changing the animal's food and left the cage unlocked.
The baby sugar glider is about two months old and the size of a silver dollar and without its mom's milk, it could die.
Anyone with information is being asked to contact the shop.