Unexpected cloud datacenter outages, physical fiber cuts, or ransomware events can freeze critical operational data flows. In high-demand AI applications, even a 5-minute outage can result in millions in lost revenue or unrecoverable model state corruption.
1. Active-Active Multi-Region Replication: Avoid cold standby servers by maintaining synchronized active clusters across continents.
2. Distributed Consensus (Raft/Paxos): Maintain state integrity during net-splits.
3. Instant Point-in-Time Checkpointing: Continuous stream offsets for instantaneous rollback.
