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Integration / Apache Pulsar Interview questions

How do you troubleshoot a growing backlog in Pulsar?

Start by identifying whether the backlog growth is on a specific subscription or across the whole topic - per-subscription backlog metrics will show whether one consumer group is falling behind while others keep pace, pointing at a consumer-side problem rather than a producer or broker issue.

Check whether consumers are actually connected and actively acknowledging: a subscription with zero connected consumers, or consumers stuck failing to process messages and repeatedly nacking or timing out, will show backlog climbing steadily with no processing happening at all.

If consumers are connected but processing slowly, compare consumption rate against publish rate directly - a sustained mismatch means you need more parallel consumers (on Shared/Key_Shared) or need to speed up per-message processing, not just wait it out.

Rule out downstream issues in consumer application logic itself, such as a slow external call or a poison-pill message causing repeated failures and redelivery loops, by checking consumer-side logs and negative-acknowledgment/redelivery counts - a backlog can also be a symptom of one bad message stuck in a redelivery loop rather than genuinely high volume.

If backlog quota is configured, also confirm it hasn't already been hit and started blocking producers or evicting messages, which changes the nature of the problem from "processing is behind" to "data is actively being lost or refused."

A backlog growing on one subscription while others keep pace points to:
A single poison-pill message can cause backlog growth via:

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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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