My suggestion is just to buy extra of what you normally eat, and actually use your supply in everyday meals. Take your older cans first and continually replenish with new ones. This keeps your supply fresh.
If you don't currently use canned goods, now is the time to experiment and see what you like. Once you know your preferences, wholesale stores are pretty good for buying in bulk.