I wonder what happens if they handle it gracefully? sounds like performance degradation (better than reliability degradation!). Also wonder with a sharded syst

I wonder what happens if they handle it gracefully? sounds like performance degradation (better than reliability degradation!). Also wonder with a sharded system why are they not slow rolling out changes and monitoring?