Scotch Bonnet pepper plants are technically perennial, so they can potentially can grow year-round. However, their perennial nature often depends on the climate they grow in. In warmer climates, they can survive and produce peppers for several years. On the other hand, in cooler climates, they are often grown annually as the plant dies during the winter and needs replanting in the spring.