Confluent Certified Developer for Apache Kafka Certification Examination : CCDAK

CCDAK real exams

Exam Code: CCDAK

Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination

Updated: Oct 05, 2026

Q & A: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

SectionObjectives
Topic 1: Kafka Fundamentals- Kafka architecture and core concepts
  • 1. Brokers, topics, partitions
    • 2. Replication and fault tolerance
      - Data flow in Kafka
      • 1. Producer and consumer model
        • 2. Offset management
          Topic 2: 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
                  Topic 3: Kafka Streams and Processing- Event processing patterns
                  • 1. Windowing and aggregation
                    • 2. Exactly-once semantics
                      - Kafka Streams API
                      • 1. Stateful vs stateless processing
                        • 2. Stream processing fundamentals
                          Topic 4: 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 are developing a Java application using a Kafka consumer.
                                You need to integrate Kafka's client logs with your own application's logs using log4j2.
                                Which Java library dependency must you include in your project?

                                • A. SLF4J implementation for Log4j2 (org.apache.logging.log4j:log4j-slf4j-impl)
                                • B. Just the log4j2 dependency of the application
                                • C. SLF4J implementation for Log4j 1.2 (org.slf4j:slf4j-log4j12)
                                • D. None, the right dependency will be added by the Kafka client dependency by transitivity.
                                Reveal Solution  Discussion  0

                                Correct Answer: A  🗳️

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                                Question #2

                                Your Kafka cluster has five brokers. The topic t1 on the cluster has:
                                Two partitions
                                Replication factor = 4
                                min.insync.replicas = 3You need strong durability guarantees for messages written to topic t1.You configure a producer acks=all and all the replicas for t1 are in-sync.How many brokers need to acknowledge a message before it is considered committed?

                                • A. 2
                                • B. 3
                                • C. 5
                                • D. 4
                                Reveal Solution  Discussion  0

                                Correct Answer: B  🗳️

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                                Question #3

                                (You create an Orders topic with 10 partitions.
                                The topic receives data at high velocity.
                                Your Kafka Streams application initially runs on a server with four CPU threads.
                                You move the application to another server with 10 CPU threads to improve performance.
                                What does this example describe?)

                                • A. Vertical Scaling
                                • B. Horizontal Scaling
                                • C. Scaling Out
                                • D. Plain Scaling
                                Reveal Solution  Discussion  0

                                Correct Answer: A  🗳️

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                                Question #4

                                Match each configuration parameter with the correct deployment step in installing a Kafka connector.

                                Reveal Solution  Discussion  0

                                Correct Answer:


                                Explanation:
                                1st: Place the connector's JAR file in the directory specified by plugin.path
                                2nd: Restart the Kafka Connect cluster
                                3rd: Verify using REST API (/connector-plugins)
                                4th: Configure the connector
                                5th: (Repeat of 4th, duplicate step)
                                1st # Place the connector's JAR file in the directory specified by the plugin.path configuration.
                                2nd # Restart the Kafka Connect cluster.
                                3rd # Verify that the connector is installed by listing all available connectors using the Kafka Connect REST API (/connector-plugins).
                                4th # Configure the connector using a JSON or properties file with the necessary settings.
                                5th # Configure the connector using a JSON or properties file with the necessary settings.
                                Kafka Connect requires that custom connectors be placed in the directory defined by plugin.path. After restarting the cluster, you can use the REST API to confirm availability and then deploy the connector configuration.
                                From Kafka Connect Documentation:
                                "After placing the JAR in the plugin.path, you must restart the Connect cluster to pick it up. Use the
                                /connector-plugins REST endpoint to verify."
                                The duplication of configuration is an error in the question options and should occur only once.
                                Reference: Kafka Connect Plugin Installation Guide

                                Question #5

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

                                • A. kafka-recreate-topic.sh
                                • B. kafka-reassign-topics.sh
                                • C. kafka-reassign-partitions.sh
                                • D. kafka-topics.sh
                                Reveal Solution  Discussion  0

                                Correct Answer: C  🗳️

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