Point cloud data is a collection of data points defined in a three-dimensional coordinate system, often used to represent the external surface of an object or environment. It is crucial in various applications such as 3D modeling, computer vision, and autonomous navigation, providing detailed spatial information that can be processed and analyzed for various purposes.