Can I have the Thank You page after submission also give a confirmation number?

There are a couple way you can present a confirmation number.  You can use a Unique ID widget to generate sequential numbers:

https://widgets.jotform.com/widget/autoincrement

Or you can use the submission ID number:

Both can be inserted to the thank you page from the Form Fields menu.