Does Time Machine fail gracefully if I eject the backup disk during a backup?
In your assumption of properly ejecting the drive first, there'll be no issues: the partial backup will even be kept so that files which were already copied during this partial backup and you didn't change in the meanwhile won't have to be copied again.