Why Modern Systems Are Built Around Logs, State, and Time

Modern systems are increasingly built around logs, state, and time due to the impact of streaming data. Architectures now foundationalize event time, watermarks, checkpoints, and exactly-once semantics, moving away from traditional batch jobs.

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