I'm glad you are having fun when playing this game.
The upgrade increase the stats exponentially. So upgrading from lv.4 to lv.5 increase the stats a lot more than lv.1 to lv.2. Upgrading Attack also increases the attack gained every leveling up. Besides that, early upgrades are a lot cheaper than item.
Anyway, thanks you for playing!