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Integration / Apache Pulsar Interview questions

How do you troubleshoot message duplication in a Pulsar producer?

First confirm whether producer-side deduplication is actually enabled on the namespace or topic - it's off by default in many configurations, so what looks like a "bug" causing duplicates may simply be expected behavior from retried publishes with dedup disabled.

If dedup is enabled but duplicates still appear, check whether the application is creating a new producer instance, with an effectively different producer name each time, on every retry rather than reusing one stable producer - deduplication tracks state per producer name, so a fresh producer name defeats it even with the feature turned on.

Check the deduplication window/snapshot interval configuration - the broker only remembers recent sequence IDs for a bounded time or entry count, and a retry arriving long after that window has rolled off won't be recognized as a duplicate even with dedup correctly enabled and the producer name unchanged.

Distinguish producer-level duplicates from application-level duplicates: if the same logical event is published twice under two legitimately new sequence IDs, because application-layer retry logic sits above the Pulsar client and calls publish twice, no amount of Pulsar-side deduplication will catch that - the fix belongs in the application's own idempotency handling, not Pulsar configuration.

Finally, check consumer-side handling isn't the actual source: a message redelivered after a nack or ack timeout is a different failure than true producer-side duplication, and easy to mistake for one if consumer logs aren't inspected for negative-acknowledgment or timeout events alongside the "duplicate" message IDs.

A common cause of dedup not working is:
A duplicate caused by the application calling publish twice at a higher level requires:

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Explain about Apache Pulsar. What is Apache Pulsar? What is a Pulsar broker? What is Apache BookKeeper? What are tenants and namespaces in Pulsar? What is a topic in Pulsar? What is a producer in Pulsar? What is a consumer in Pulsar? What is a subscription in Pulsar? Define a partitioned topic in Pulsar? What is Pulsar's metadata store used for? What are Pulsar Functions? What is Pulsar IO? Describe geo-replication in Pulsar? What is tiered storage in Pulsar? What is a non-persistent topic in Pulsar? What are the subscription types in Pulsar? What is message retention in Pulsar? What is schema registry in Pulsar? List the core components of a Pulsar cluster? How do you create a topic in Pulsar? What is the difference between Pulsar and Kafka's storage architecture? How does Pulsar separate compute and storage? Why is Pulsar considered multi-tenant by design? What is the difference between Shared and Exclusive subscriptions? How does Key_Shared subscription maintain ordering? When should you use Failover subscription instead of Exclusive? What is the difference between a ledger and a segment in BookKeeper? How does Pulsar achieve message deduplication? Why do brokers in Pulsar not store data locally? What happens when a broker crashes in Pulsar? How does namespace bundle splitting work? What is the difference between backlog quota and retention policy? When should you use a Reader instead of a Consumer? How does topic compaction work in Pulsar? Why is ensemble size different from write quorum in BookKeeper? What is the difference between persistent and non-persistent topics? How does Pulsar handle delayed message delivery? What happens when a consumer negatively acknowledges a message? Explain the lifecycle of a message in Pulsar from produce to acknowledge? How can you optimize Pulsar for high-throughput workloads? How do you troubleshoot a growing backlog in Pulsar? Explain the execution flow of topic ownership failover in Pulsar? How can you optimize BookKeeper storage costs using tiered storage? Explain the internal working of Pulsar transactions? Which is better for exactly-once processing: idempotent producers or transactions, and why? How do you troubleshoot unbalanced load across brokers? Explain the lifecycle of a namespace bundle from creation to split? How can you optimize consumer throughput with Key_Shared subscriptions? Explain the execution flow of a Pulsar Function processing a message? How do you troubleshoot message duplication in a Pulsar producer?
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