Substituting milk will have an impact on the flavor and consistency of the recipe, but in some cases it doesn't matter that much. For example, homemade Alfredo sauce will definitely taste better with half and half or whipping cream, but you can get away with using milk. Just don't expect it to be as rich and flavorful.