Scorpions in Phoenix are commonly found in dark areas such as closets, garages, and under rocks. Signs of an infestation include seeing scorpions themselves, finding shed exoskeletons, or noticing unusual behavior in pets. It's crucial to address a scorpion infestation promptly due to their venomous sting.