Caves Beach is a locality on the Swansea peninsula between Lake Macquarie and the Pacific Ocean in Greater Newcastle, New South Wales, Australia. It is part of the City of Lake Macquarie local government area. The locality is named for the large number of caves on the nearby coastline.