It's well known that buying a bonus doesn't guarantee that you will hit something big.
That’s correct. The RTP on bonus buys remains the same as on regular spins, so it clearly doesn’t increase your chances of winning or guarantee a big win. However, it’s still more fun and exciting than regular spins due to the attractive animations, effects, and the higher amounts typically at stake.