Lake Atitlan with San Pedro Volcano at right center and the double peaks of Toliman Volcano at left. The peak of Atitlan Volcano is behind Toliman and covered in clouds. San Pedro la Laguna is at the base of the San Pedro Volcano. Lake Atitlan is a giant volcanic crater or caldera filled with water. From San Marcos la Laguna, Guatemala.