I always refuse to use the "scan QR code" thing, and everybody I've tried that with (at least Google, Amazon, Github, Dropbox, Linode) give you a TFA secret to type in as an alternative - I then store these in 1Password and can back that up and use them to key Google Authenticator on additional devices. (I've never tried to extract or backup.reuse secrets from Authenticator.)