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Confluent CCDAK - Confluent Certified Developer for Apache Kafka Certification Examination

Last Update Feb 22, 2026

Confluent Certification Exams Pack

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  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • 90 Questions Answers with Explanation Detail
  • Total Questions: 90 Q&A's
  • Single Choice Questions: 65 Q&A's
  • Multiple Choice Questions: 20 Q&A's
  • Hotspot Questions: 1 Q&A's
  • Drag Drop Questions: 4 Q&A's


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Total Questions: 90
Free Practice Questions: 27

Which tool can you use to modify the replication factor of an existing topic?

Options:

A.

kafka-reassign-partitions.sh

B.

kafka-recreate-topic.sh

C.

kafka-topics.sh

D.

kafka-reassign-topics.sh

Answer
A
Explanation

To change the replication factor of an existing topic, you must perform a partition reassignment, because the replication factor is not directly modifiable via kafka-topics.sh. The kafka-reassign-partitions.sh tool is the official command-line utility to handle partition reassignments, including changing the replication factor.

This tool allows you to generate a reassignment JSON specifying new replica assignments per partition and then apply it.

From official documentation:

“To change the replication factor, use the kafka-reassign-partitions tool to assign the partitions to more or fewer brokers.”

Neither kafka-topics.sh nor kafka-reassign-topics.sh exists for this purpose, and kafka-recreate-topic.sh is not an official Kafka tool.

[Reference: Apache Kafka documentation > Operations > Changing Replication Factor, ============, ]

You create a topic named stream-logs with:

A replication factor of 3

Four partitions

Messages that are plain logs without a keyHow will messages be distributed across partitions?

Options:

A.

The first message will always be written to partition 0.

B.

Messages will be distributed round-robin among all the topic partitions.

C.

All messages will be written to the same log segment.

D.

Messages will be distributed among all the topic partitions with strict ordering.

Answer
B
Explanation

If a message key is not provided, Kafka’s default partitioner uses round-robin distribution across available partitions.

From Kafka Producer Design:

“If no key is provided, the default partitioner distributes messages round-robin to available partitions.”

A is incorrect — not all go to partition 0.

C is invalid — Kafka doesn’t group messages into one segment without a key.

D is false — ordering is not preserved across partitions without a key.

[Reference: Kafka Producer Partitioner Behavior, , , ]

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?

Options:

A.

enable.auto.commit=true

B.

retries=2147483647max.in.flight.requests.per.connection=5enable.idempotence=true

C.

retries=0max.in.flight.requests.per.connection=5enable.idempotence=true

D.

retries=2147483647max.in.flight.requests.per.connection=1enable.idempotence=false

Answer
B
Explanation

To ensure exactly-once delivery and avoid duplicates even during retries:

enable.idempotence=true ensures deduplication on the broker

retries=2147483647 allows unlimited retries on retriable errors

max.in.flight.requests.per.connection=5 is the maximum value that preserves message order with idempotence

From Kafka Producer Config Docs:

“To achieve exactly-once semantics, set enable.idempotence=true, and max.in.flight.requests.per.connection ≤ 5.”

A is unrelated (consumer-side)

C disables retries

D disables idempotence, leading to duplicates

[Reference: Kafka Producer Configs > enable.idempotence, retries, , ]

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Confluent CCDAK FAQ'S

Find answers to the most common questions about the Confluent CCDAK exam, including what it is, how to prepare, and how it can boost your career.

The Confluent CCDAK certification is a globally-acknowledged credential that is awarded to candidates who pass this certification exam by obtaining the required passing score. This credential attests and validates the candidates' knowledge and hands-on skills in domains covered in the Confluent CCDAK certification syllabus. The Confluent CCDAK certified professionals with their verified proficiency and expertise are trusted and welcomed by hiring managers all over the world to perform leading roles in organizations. The success in Confluent CCDAK certification exam can be ensured only with a combination of clear knowledge on all exam domains and securing the required practical training. Like any other credential, Confluent CCDAK certification may require periodic renewal to stay current with new innovations in the concerned domains.

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Passing the Confluent Certified Developer for Apache Kafka Certification Examination (CCDAK) requires a comprehensive study plan that includes understanding the exam objectives and finding a study resource that can provide you verified and up-to-date information on all the domains covered in your syllabus. The next step should be practicing the exam format, know the types of questions and learning time management for the successful completion of your test within the given time. Download practice exams and solve them to strengthen your grasp on actual exam format. Rely only on resources that are recommended by others for their credible and updated information. Dumpstech's extensive clientele network is the mark of credibility and authenticity of its products that promise a guaranteed exam success.

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