Data loss in replicated systems

What happens if the data on disk is corrupted, or the data is wiped out due to hardware error or misconfiguration?
Here is the problem that losing disk state really induces in an ensemble of ZooKeeper servers: https://fpj.me/2015/05/28/dude-wheres-my-metadata/