Cauchy's functional equation is a functional equation of the form f(x + y) = f(x) + f(y), where the solutions are linear functions when additional regularity conditions like continuity are imposed. Without such conditions, the solutions can be highly pathological and non-linear, demonstrating the importance of additional constraints in functional equations.