Lambda Architecture
The Lambda architecture pairs a batch path with a fast streaming path — and then has to keep two implementations of the same logic in agreement.
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Kappa Architecture
Kappa keeps a single streaming path. To fix logic or recompute history, it replays a retained log into a new output and switches consumers when it catches up.