You can save money by baking the cake yourself if you have the skills and time. Alternatively, consider purchasing a simple sheet cake or cupcakes from a local bakery instead of an elaborate custom-designed cake. You can also ask if the bakery offers discounts for first birthdays or consider opting for a smaller-sized cake.