Experience is the same on all levels, as are potions.

On hard, the items in Aleroth consistently in the game (weapons in George's shop, leggings in the house with the magic mirror) did not have any bonuses at all (only the durability was variable). I didn't notice if there was a difference in drops in the catacombs.