Confluent CCDAK : Confluent Certified Developer for Apache Kafka Certification Examination

CCDAK real exams

Exam Code: CCDAK

Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination

Updated: Oct 03, 2026

Q & A: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

SectionObjectives
Kafka Streams and Processing- Kafka Streams API
  • 1. Stateful vs stateless processing
    • 2. Stream processing fundamentals
      - Event processing patterns
      • 1. Exactly-once semantics
        • 2. Windowing and aggregation
          Kafka Producers and Consumers- Consumer API
          • 1. Rebalancing and offset commits
            • 2. Consumer groups
              - Producer API
              • 1. Reliability and acknowledgments
                • 2. Serialization and partitioning strategies
                  Kafka Fundamentals- Data flow in Kafka
                  • 1. Producer and consumer model
                    • 2. Offset management
                      - Kafka architecture and core concepts
                      • 1. Brokers, topics, partitions
                        • 2. Replication and fault tolerance
                          Kafka Ecosystem and Confluent Platform- ksqlDB and connectors
                          • 1. Kafka Connect basics
                            • 2. Stream querying concepts
                              - Schema Registry
                              • 1. Avro, Protobuf, JSON Schema usage

                                Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

                                Question #1

                                (You want to enrich the content of a topic by joining it with key records from a second topic.
                                The two topics have a different number of partitions.
                                Which two solutions can you use?
                                Select two.)

                                • A. Create as many Kafka Streams application instances as the maximum number of partitions of the two topics and use a KStream-KTable join.
                                • B. Use a GlobalKTable for one of the topics where data does not change frequently and use a KStream- GlobalKTable join.
                                • C. Repartition one topic to a new topic with the same number of partitions as the other topic (co- partitioning constraint) and use a KStream-KTable join.
                                • D. Use a KStream-KTable join; Kafka Streams will automatically repartition the topics to satisfy the co- partitioning constraint.
                                Reveal Solution  Discussion  0

                                Correct Answer: B,C  🗳️

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                                Question #2

                                You use Kafka Connect with the JDBC source connector to extract data from a large database and push it into Kafka.
                                The database contains tens of tables, and the current connector is unable to process the data fast enough.
                                You add more Kafka Connect workers, but throughput doesn't improve.
                                What should you do next?

                                • A. Increase the value of the connector's property tasks.max.
                                • B. Increase the number of Kafka partitions for the topics.
                                • C. Add more Kafka brokers to the cluster.
                                • D. Modify the database schemas to enable horizontal sharding.
                                Reveal Solution  Discussion  0

                                Correct Answer: A  🗳️

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                                Question #3

                                (You want to read messages from all partitions of a topic in every consumer instance of your application.
                                How do you do this?)

                                • A. Use the subscribe() method with a regular expression argument.
                                • B. Use the assign() method with the topic name as argument.
                                • C. Use the assign() method using all topic-partitions of the topic as argument.
                                • D. Use the subscribe() method with an empty consumer group name configuration.
                                Reveal Solution  Discussion  0

                                Correct Answer: C  🗳️

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                                Question #4

                                Which partition assignment minimizes partition movements between two assignments?

                                • A. RangeAssignor
                                • B. RoundRobinAssignor
                                • C. PartitionAssignor
                                • D. StickyAssignor
                                Reveal Solution  Discussion  0

                                Correct Answer: D  🗳️

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                                Question #5

                                A stream processing application is consuming from a topic with five partitions. You run three instances of the application. Each instance has num.stream.threads=5.
                                You need to identify the number of stream tasks that will be created and how many will actively consume messages from the input topic.

                                • A. 5 created, 1 actively consuming
                                • B. 5 created, 5 actively consuming
                                • C. 15 created, 15 actively consuming
                                • D. 15 created, 5 actively consuming
                                Reveal Solution  Discussion  0

                                Correct Answer: C  🗳️

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