Does Cloudflare let you set hard limits when you are on a paid plan? Or they just do it for the free tier?

No, the paid plan scales to infinity (without having to beg for limit increases like on some other clouds). But ther paid plan has a $5/month base fee, so it's tempting to stay in the free plan if you don't expect to go viral