If you live in zones 8-11, your shrimp plant should be able to survive outside year round. At the cooler end of this range, cover it with an organic mulch in the fall. If you are in a region with colder winters, your shrimp plant is best when grown in a container that can come inside in the winter. In that case, when pruned judiciously, your shrimp plant can be considered a perennial.