If you're using the CDN by default it won't cache dynamic URLs. I'm 99% sure it will cache static .json files though, if that can work for you.

You can also create "page rules" using wildcards to cache dynamic URLs. Eg: /api/*

Another option is to use Workers to fetch from origin and interact with the cache with more control.