Kafka - Event-Driven ArchitectureTo minimize the time needed to rebuild state from Kafka events in event sourcing, which technique is most effective?AIncreasing the Kafka topic retention time indefinitelyBPeriodically creating snapshots of the current state to avoid full event replayCFiltering out events that do not change the stateDUsing multiple consumers to replay the same events concurrentlyCheck Answer
Step-by-Step SolutionSolution:Step 1: Identify replay bottleneckReplaying all events from the beginning can be slow as event count grows.Step 2: Use snapshotsSnapshots capture the current state at intervals, reducing replay to events after the snapshot.Step 3: Evaluate other optionsIncreasing retention doesn't reduce replay time; filtering events risks losing data; concurrent replay causes conflicts.Final Answer:Periodically creating snapshots of the current state to avoid full event replay -> Option BQuick Check:Snapshots speed up state rebuild by limiting replay [OK]Quick Trick: Use snapshots to reduce replay time [OK]Common Mistakes:MISTAKESAssuming longer retention reduces replay timeFiltering events can cause inconsistent stateConcurrent replay leads to race conditions
Master "Event-Driven Architecture" in Kafka9 interactive learning modes - each teaches the same concept differentlyLearnWhyDeepVisualTryChallengeProjectRecallTime
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