Baked Pineapple Casserole Allrecipes.com. This is the exact same recipe my friend, Tom, shared with me. It's very easy and tasty. (I don't care for the pineapple casseroles with cheese.) This is quite like a bread pudding, though I try to crumble my bread more than this pic shows. Stale bread is easier to crumble. It is best baked in a Pyrex dish. It didn't caramelize enough in the foil baking pan my sister used.