We present an extension of the results obtained by Colombo and Perrollaz regarding the set of inverse designs for a class of scalar conservation laws with compact space dependency. The key ingredients are the notion of generalized characteristics of Dafermos and the correspondence with the associated Hamilton-Jacobi equation. Numerical simulations are presented to highlight the differences with the homogeneous case.