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Confluent CCDAK Certification Exam covers a range of topics, including Kafka core concepts, producers and consumers, Kafka Streams, Kafka Connect, and security. CCDAK exam is designed to test a developer's understanding of Kafka architecture and best practices for building scalable and reliable Kafka applications. CCDAK Exam is conducted online and consists of 60 multiple-choice questions that need to be answered in 90 minutes.

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Confluent Certified Developer for Apache Kafka (CCDAK) Certification Exam is a comprehensive certification program that validates the skills and expertise of developers who work with Apache Kafka. CCDAK Exam is designed to test the knowledge and abilities of developers in designing, developing, and deploying Kafka-based applications. Confluent Certified Developer for Apache Kafka Certification Examination certification program is offered by Confluent, the company behind Apache Kafka, and is recognized globally as a mark of excellence in Kafka development.

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q69-Q74):

NEW QUESTION # 69
You are using JDBC source connector to copy data from a table to Kafka topic. There is one connector created with max.tasks equal to 2 deployed on a cluster of 3 workers. How many tasks are launched?

Answer: C

Explanation:
JDBC connector allows one task per table.


NEW QUESTION # 70
Kafka producers can batch messages going to the same partition.
Which statement is correct about producer batching?

Answer: A

Explanation:
Kafka producers can group messages destined fordifferent partitionsintoseparate batches, and send multiple batches in one requestto optimize network usage.
FromKafka Producer Internals:
"The producer maintains buffers (batches) for each partition and can send multiple of these batches together in a single request to the broker."
* Message size is not a constraint for batching (A is false).
* Broker failures don't disable batching (B is false).
* There isno separate thread per batch(C is false).
Reference:Kafka Producer Architecture and Internals


NEW QUESTION # 71
Which partition assignment minimizes partition movements between two assignments?

Answer: A

Explanation:
TheStickyAssignortries to minimize partition movement bypreserving existing assignmentsas much as possible while still achieving a balanced assignment. This improvesconsumer stabilityand reduces rebalances.
From theKafka Consumer Assignor Documentation:
"The StickyAssignor attempts topreserve as many existing assignments as possible, which helps minimize partition movement between rebalances."
* RoundRobinAssignor focuses on even distribution, not stability.
* RangeAssignor groups partitions by topic and assigns them consecutively, but can lead to imbalances.
* PartitionAssignor is an abstract base class, not an assignor used directly.
Reference:Kafka Consumer Assignor Docs


NEW QUESTION # 72
In Avro, removing a field that does not have a default is a __ schema evolution

Answer: B

Explanation:
Clients with new schema will be able to read records saved with old schema.


NEW QUESTION # 73
Which Kafka CLI should you use to consume from a topic?

Answer: B

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


NEW QUESTION # 74
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