Pi Leh Bay is a sheltered lagoon on Ko Phi Phi Leh in Krabi Province, Thailand. It is usually visited by boat as part of a Phi Phi island trip, and the appeal is the enclosed water, limestone cliffs, and short swim or photo stop rather than a long independent visit.