ingredients like milk, sour cream, oil and eggs give your cake batter moisture, so don't cut back on them or omit them. mix your ingredients properly: while it's important not to overmix cake batter (overworked batter can make for a chewy, tough cake), it's also crucial to mix the ingredients until well combined.