A natural spline is a type of cubic spline used in statistical modeling and data interpolation that ensures smoothness at the boundaries by setting the second derivative to zero at the endpoints. This constraint helps prevent the oscillatory behavior often seen in polynomial fitting, providing a more stable and realistic representation of the data across its entire range.