Aluminum from a soda can will work fine.
To answer the question of where to get brass shim stock.. Try Ace Hardware. The one near me has varying thicknesses of aluminum, brass, and stainless steel flats, rods, and tubes. All in small quantities and relatively inexpensive. Perfect for small projects.