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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q27-Q32):

NEW QUESTION # 27
Your configuration parameters for a Source connector and Connect worker are:
* offset.flush.interval.ms=60000
* offset.flush.timeout.ms=500
* offset.storage.topic=connect-offsets
* offset.storage.replication.factor=-1Which four statements match the expected behavior?(Select four.)

A. The offsets topic will use the broker default replication factor.
B. The connector will wait 500ms for offset data to be committed.
C. The connector will wait 60000ms before trying to commit offsets for tasks.
D. The connector will commit offsets to a topic called connect-offsets.

Answer: A,B,C,D

Explanation:
Each of these settings plays a key role inKafka Connect offset management:
* offset.flush.interval.ms=60000 # Offset commits happen every 60 seconds.
* offset.flush.timeout.ms=500 # The flush operation times out if it takes more than 500 ms.
* offset.storage.topic=connect-offsets # This is the internal topic for storing source offsets.
* offset.storage.replication.factor=-1 # This uses thebroker's default replication factor(commonly set via default.replication.factor).
FromKafka Connect Docs:
"If offset.storage.replication.factor=-1, the value will be determined by the broker's default replication factor." Reference:Kafka Connect Worker Configuration

NEW QUESTION # 28
Which Kafka CLI should you use to consume from a topic?

A. kafka-console
B. kafka-consumer-groups
C. kafka-console-consumer
D. kafka-topics

Answer: C

Explanation:
Examplekafka-console-consumer --bootstrap-server 127.0.0.1:9092 --topic test --from-beginning

NEW QUESTION # 29
Your topic is log compacted and you are sending a message with the key K and value null. What will happen?

A. The producer will throw a Runtime exception
B. The broker will delete the message with the key K and null value only upon cleanup
C. The broker will delete all messages with the key K upon cleanup
D. The message will get ignored by the Kafka broker

Answer: C

Explanation:
Sending a message with the null value is called a tombstone in Kafka and will ensure the log compacted topic does not contain any messages with the key K upon compaction

NEW QUESTION # 30
Your company has three Kafka clusters: Development, Testing, and Production.
The Production cluster is running out of storage, so you add a new node.
Which two statements about the new node are true?
(Select two.)

A. A new node can be added without stopping existing cluster nodes.
B. A node ID will be assigned to the new node automatically.
C. A newly added node will have KRaft controller role by default.
D. A new node will not have any partitions assigned to it unless a new topic is created or reassignment occurs.

Answer: A,D

Explanation:
* C is true: When a new broker is added,no partitions are assigned to itunless you create new topics or reassign existing onesusing kafka-reassign-partitions.sh.
* D is true: Kafka brokers arehot-pluggable; no need to stop the cluster when scaling.
FromKafka Operations Guide:
"A newly added broker won't be assigned partitions until reassignments or new topic creation."
"Kafka allows dynamic scaling by adding brokers without downtime."
* A is false: Broker IDs must bemanually setunless using dynamic broker registration in KRaft mode.
* B is false unless the cluster usesKRaft modeand the broker isspecifically assigneda controller role.
Reference:Kafka Operations > Adding Brokers

NEW QUESTION # 31
An application is consuming messages from Kafka.
The application logs show that partitions are frequently being reassigned within the consumer group.
Which two factors may be contributing to this?
(Select two.)

A. There is a storage issue on the broker.
B. An instance of the application is crashing and being restarted.
C. There is a slow consumer processing application.
D. The number of partitions does not match the number of application instances.

Answer: B,C

Explanation:
Frequentrebalancesin a consumer group occur when:
* Consumers are too slowand miss heartbeats (A), or
* Instances crash or restart, triggering group membership changes (D)
FromKafka Consumer Group Coordination Docs:
"If a consumer fails to send a heartbeat in time (due to slowness or crash), it is removed from the group, causing a rebalance." Option B (partition mismatch) affectsload balancing, not rebalance frequency.
Option C (broker storage) doesn't trigger consumer rebalances.
Reference:Kafka Consumer Group Coordination and Heartbeats

NEW QUESTION # 32
......

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