Partial Failure, Timeouts, and Retries
A timeout says the caller stopped waiting, not what the remote work did. See how partial failure, retry storms, and duplicates arise, and which defenses help.
A timeout says the caller stopped waiting, not what the remote work did. See how partial failure, retry storms, and duplicates arise, and which defenses help.
Load shedding rejects some requests cheaply so the rest can succeed — because serving 70 percent well beats failing slowly at all of it.
Lag, replay, and upgrades are where stateful streaming jobs usually fail. Work through the arithmetic and the procedures that keep restarts and rollouts safe.
Understand how slow downstream work limits upstream progress, calculate backlog growth, and distinguish buffering from extra processing capacity.