How to compare two different rates?

I am trying to compare two groups - test, control. Each group has ~15,000 participants. Each participant either completed or did not.

I can look at the completion rate between the two groups, it would be this:

# completed / # in group

How can I come up with confidence intervals for the completion rate? What is the best way to accomplish that in r?