Ketchup or tomato sauce is usually the base for BBQ sauce. Make sure to add plenty of seasoning, sugar, and liquid to transform the ketchup into BBQ sauce. Cooking the sauce also helps mellow out the ketchup flavor. You can even add new ingredients to taste. Chili powder, cayenne pepper, and lemon juice will all reduce the ketchup flavor from the sauce.