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The prominence of Kafka and streaming data has made the Confluent CCDAK Certification Exam an essential credential for IT professionals. The Confluent certification is an excellent way for IT professionals to demonstrate their skills and experience in Apache Kafka development in today's fast-changing technology ecosystem. Confluent Certified Developer for Apache Kafka Certification Examination certification also serves as a benchmark for employers looking to measure a candidate's expertise in Apache Kafka development before hiring them.

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The CCDAK exam covers a wide range of topics, including Kafka architecture and components, data modeling and serialization, producer and consumer APIs, Kafka Connect, Kafka Streams, and security. CCDAK exam consists of 60 multiple-choice questions and must be completed within two hours. Candidates who pass the exam will receive a Confluent Certified Developer for Apache Kafka certificate, which is valid for two years. The CCDAK certification is a rigorous exam that requires a deep understanding of Kafka's architecture and APIs, and passing it is a significant achievement for any developer.

Confluent Certified Developer for Apache Kafka (CCDAK) Certification Examination is a professional certification exam designed to test and validate the skills and knowledge of developers who work with Apache Kafka. CCDAK Exam is offered by Confluent, a leading provider of Apache Kafka-based streaming platforms and solutions.

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q21-Q26):

NEW QUESTION # 21
Which is true about topic compaction?

Answer: C

Explanation:
Log compactionensures that Kafka retains at least thelatest value per keyin a topic. Compaction happensin the backgroundand removes older records with the same keyin inactive log segments, not immediately.
From theKafka Documentation > Log Compaction:
"Kafka guarantees that thelast message for each keywill be retained in the log after compaction, even if earlier messages with the same key are deleted." So, D is correct. A is incorrect because compaction does not overwrite; it's a background process. B is incorrect-deletion is not immediate. C incorrectly suggests client-side hashmap behavior.
Reference:Apache Kafka Log Compaction Docs


NEW QUESTION # 22
Which message delivery semantic is guaranteed by Kafka Connect?

Answer: C


NEW QUESTION # 23
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.)

Answer: A,B

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 # 24
There are 3 producers writing to a topic with 5 partitions. There are 5 consumers consuming from the topic.
How many Controllers will be present in the cluster?

Answer: C

Explanation:
There is only one controller in a cluster at all times.


NEW QUESTION # 25
Which type of system best describes Apache Kafka? (Choose 2.)

Answer: A,C


NEW QUESTION # 26
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