I don't know what consistency Kafka is targeting but usually with 'consistent' systems in the situation where the cluster cannot serve valid data it should serv

I don't know what consistency Kafka is targeting but usually with 'consistent' systems in the situation where the cluster cannot serve valid data it should serve failure responses instead of giving back bogus data. if your system is 'eventually consistent' then that's a different game.