Yes, but they wrote it’s for a demo and it’s fine if they lost the last few seconds in the event of unexpected system shutdown.

And also in prod, etcd recommends you run with SSDs to minimize variance of fsync/write latencies

Getting into an inconsistent state does not just mean “losing a few seconds”.