Spline smoothing is a statistical technique used to create a smooth curve through a set of data points, balancing the trade-off between fitting the data closely and maintaining smoothness. It is particularly useful in situations where the underlying data relationship is assumed to be non-linear and complex, allowing for more flexible modeling than traditional linear regression methods.