Interesting question regarding Lord of the Rings

I find it weird that both LOTR and Elder Scrolls have gunpowder exist in the universe and even have made bombs from it. I find it hard to believe there are no cannons or firearms of any kind. I mean Gandalf has FIREWORKS!