Updated: Jun 17, 2026
No. of Questions: 92 Questions & Answers with Testing Engine
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1. You are developing a Java application using a Kafka consumer.
You need to integrate Kafka's client logs with your own application's logs using log4j2.
Which Java library dependency must you include in your project?
A) SLF4J implementation for Log4j2 (org.apache.logging.log4j:log4j-slf4j-impl)
B) SLF4J implementation for Log4j 1.2 (org.slf4j:slf4j-log4j12)
C) Just the log4j2 dependency of the application
D) None, the right dependency will be added by the Kafka client dependency by transitivity.
2. (You need to set alerts on key broker metrics to trigger notifications when a Kafka cluster is unhealthy.
What are three minimum broker metrics to monitor for cluster health?
Select three.)
A) kafka.controller:type=ControllerStats,name=UncleanLeaderElectionsPerSec
B) kafka.controller:type=KafkaController,name=LastCommittedRecordOffset
C) kafka.controller:type=KafkaController,name=TopicsToDeleteCount
D) kafka.controller:type=KafkaController,name=OfflinePartitionsCount
E) kafka.controller:type=KafkaController,name=ActiveControllerCount
3. You are writing to a topic with acks=all.
The producer receives acknowledgments but you notice duplicate messages.
You find that timeouts due to network delay are causing resends.
Which configuration should you use to prevent duplicates?
A) retries=0max.in.flight.requests.per.connection=5enable.idempotence=true
B) retries=2147483647max.in.flight.requests.per.connection=5enable.idempotence=true
C) retries=2147483647max.in.flight.requests.per.connection=1enable.idempotence=false
D) enable.auto.commit=true
4. Kafka producers can batch messages going to the same partition.
Which statement is correct about producer batching?
A) Producers can only batch messages of the same size.
B) Producers can include multiple batches in a single request to a broker.
C) Producers have a separate background thread for each batch.
D) Two or more broker failures will automatically disable batching on the producer.
5. Your application is consuming from a topic configured with a deserializer.
It needs to be resilient to badly formatted records ("poison pills"). You surround the poll() call with a try/catch for RecordDeserializationException.
You need to log the bad record, skip it, and continue processing.
Which action should you take in the catch block?
A) Log the bad record, no other action needed.
B) Log the bad record and call the consumer.skip() method.
C) Log the bad record and seek the consumer to the offset of the next record.
D) Throw a runtime exception to trigger a restart of the application.
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: A,D,E | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: C |
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