Level wall in preparation for backsplash?

I had some granite counter tops installed and in the process to tile my backsplash. the problem I ran into is that the wall is not very level along the backsplash. how do I correct and prepare the tile for that? build up with thinset or just replace the drywall and shim them so the wall is straight and level?