The primary feature that distinguishes vertebrates from invertebrates is the presence of a vertebral column, or backbone. Vertebrates, including mammals, birds, reptiles, amphibians, and fish, possess a spinal column made of vertebrae, providing structural support and protecting the spinal cord. In contrast, invertebrates lack this feature and include a diverse group of animals such as insects, mollusks, and cnidarians.