3 days ago · Cayuga Lake State Park's terrain is flat at lakeshore, where the beach and sun lawns are, then slopes gently uphill to campsites and cabins. The scenic highlight of the park is its expansive view of Cayuga Lake. In the shallow water near the park, largemouth bass, bullheads and carp thrive.