Spline regression is a form of regression analysis that allows for flexible modeling of data by using piecewise polynomial functions, known as splines, to fit the data in segments. This approach is particularly useful for capturing non-linear relationships in data while avoiding overfitting, as it provides a smooth curve that can adapt to changes in the underlying data structure.