Like all echinoderms , sea cucumbers have an endoskeleton just below the skin , calcareous structures that are usually reduced to isolated ossicles joined by connective tissue . Like all echinoderms , sea cucumbers have an endoskeleton just below the skin , calcified structures that are usually reduced to isolated microscopic ossicles ( or sclerietes ) joined by connective tissue .