Can confirm this is why we did it. Very confused to see Red Hat claim that Base64 was a security thing.
As Joe notes, this was just how you most easily encode binary data in JSON. We did discuss that the encoding has a minor benefit to “over the shoulder reader” obscurity, but that wasn’t the goal.