Why it matters
Upgrades safely without downtime require rolling process. Understanding shapes ops.
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The architecture
Compatibility matrix: check source + target versions supported.
Rolling: upgrade nodes one at a time; cluster serves throughout.
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How it works end to end
Order: HDFS (if needed), ZooKeeper, HMaster (standby first), RegionServers.
Backup: snapshot critical tables before starting.
Testing: verify in staging first.
Rollback: harder mid-upgrade; plan carefully.