The primary characteristic that differentiates mammals from other vertebrates is the presence of mammary glands, which allow females to produce milk for nourishing their young. Additionally, mammals typically possess hair or fur and exhibit a unique three-bone structure in their middle ear that enhances hearing. These characteristics contribute to the adaptability and evolutionary success of mammals, allowing them to occupy diverse habitats and ecological niches worldwide.