The singular one-dimensional periodic Scarf potential is regularized by means of one-parameter square well counter-terms. It is shown that the regularized spectrum converges formally to the conventional Scarf energy bands for specific values of the parameter. The behaviour of the regularizations under supersymmetric transformations is also investigated; this is a key point for the algebraic solvability of the regularized Scarf potential.