I have set up carrier billing for my Apple ID. Does this mean that all my other Apple devices that are logged in to the same Apple ID will charge purchases to my Digi bill?

Yes, carrier billing will be set as the default payment mode if you are using the same Apple ID on different Apple devices. Do note that for verification purposes, a One-time-password will be sent to you before any purchase is made.