Yes, altitude sickness can affect travelers in Atacama. San Pedro de Atacama is 2,400 meters (8,000 feet) which is when symptoms can start to appear. There are attractions in the desert that go up to 4,320 meters (14,173 feet) at Geyser del Tatio.