What are the common architectural features of Buddhist caves?

Common architectural features of Buddhist caves include rock-cut architecture, intricate carvings of Buddha statues and deities, elaborate wall paintings depicting Buddhist stories, prayer halls or meditation chambers, and a stupa or sacred relic chamber. The caves are often located in remote or mountainous areas, emphasizing a sense of seclusion and spiritual retreat for meditation and worship.