The Wasteland is not just full of Deathclaws and Raiders looking to kill everything (and everyone) in sight, you will also encounter domestic animals that can be kept in your vault as pets in Fallout Shelter. They feature unique pet bonuses that boost your progression in several ways. The higher the rarity, the greater the bonus. That includes helping collect resources, increasing income, training stats, leveling dwellers, and more.