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Confluent CCDAK real answers - Confluent Certified Developer for Apache Kafka Certification Examination

CCDAK
  • 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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  • PDF Price: $59.98
  • Confluent CCDAK Value Pack

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About Confluent CCDAK Exam

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Confluent CCDAK Exam Syllabus Topics:

SectionObjectives
Kafka Streams and Processing- Kafka Streams API
  • 1. Stream processing fundamentals
    • 2. Stateful vs stateless processing
      - Event processing patterns
      • 1. Windowing and aggregation
        • 2. Exactly-once semantics
          Kafka Fundamentals- Data flow in Kafka
          • 1. Offset management
            • 2. Producer and consumer model
              - Kafka architecture and core concepts
              • 1. Brokers, topics, partitions
                • 2. Replication and fault tolerance
                  Kafka Producers and Consumers- Producer API
                  • 1. Serialization and partitioning strategies
                    • 2. Reliability and acknowledgments
                      - Consumer API
                      • 1. Consumer groups
                        • 2. Rebalancing and offset commits
                          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 writing a producer application and need to ensure proper delivery.
                                You configure the producer with acks=all.
                                Which two actions should you take to ensure proper error handling?
                                Select two.)

                                • A. Surround the call to producer.send() with a try/catch block to catch KafkaException.
                                • B. Use a callback argument in producer.send() where you check delivery status.
                                • C. Check the value of ProducerRecord.status().
                                • D. Check that producer.send() returned a RecordMetadata object and is not null.
                                Reveal Solution  Discussion  0

                                Correct Answer: A,B  🗳️

                                Explanation: Only visible for Dumpexams members. You can sign-up / login (it's free).

                                Question #2

                                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.)

                                • A. A new node will not have any partitions assigned to it unless a new topic is created or reassignment occurs.
                                • B. A newly added node will have KRaft controller role by default.
                                • C. A new node can be added without stopping existing cluster nodes.
                                • D. A node ID will be assigned to the new node automatically.
                                Reveal Solution  Discussion  0

                                Correct Answer: A,C  🗳️

                                Explanation: Only visible for Dumpexams members. You can sign-up / login (it's free).

                                Question #3

                                You need to set alerts on key broker metrics to trigger notifications when the cluster is unhealthy.
                                Which are three minimum broker metrics to monitor?
                                (Select three.)

                                • A. kafka.controller:type=KafkaController,name=OfflinePartitionsCount
                                • B. kafka.controller:type=KafkaController,name=ActiveControllerCount
                                • C. kafka.controller:type=KafkaController,name=LastCommittedRecordOffset
                                • D. kafka.controller:type=ControllerStats,name=UncleanLeaderElectionsPerSec
                                • E. kafka.controller:type=KafkaController,name=TopicsToDeleteCount
                                Reveal Solution  Discussion  0

                                Correct Answer: A,B,D  🗳️

                                Explanation: Only visible for Dumpexams members. You can sign-up / login (it's free).

                                Question #4

                                Clients that connect to a Kafka cluster are required to specify one or more brokers in the bootstrap.servers parameter.
                                What is the primary advantage of specifying more than one broker?

                                • A. It provides redundancy in making the initial connection to the Kafka cluster.
                                • B. It is the mechanism to distribute a topic's partitions across multiple brokers.
                                • C. It forces clients to enumerate every single broker in the cluster.
                                • D. It provides the ability to wake up dormant brokers.
                                Reveal Solution  Discussion  0

                                Correct Answer: A  🗳️

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                                Question #5

                                (You need to set alerts on key broker metrics to trigger notifications when a Kafka cluster is unhealthy.
                                What are three minimum broker metrics to monitor for cluster health?
                                Select three.)

                                • A. kafka.controller:type=KafkaController,name=OfflinePartitionsCount
                                • B. kafka.controller:type=KafkaController,name=ActiveControllerCount
                                • C. kafka.controller:type=KafkaController,name=LastCommittedRecordOffset
                                • D. kafka.controller:type=ControllerStats,name=UncleanLeaderElectionsPerSec
                                • E. kafka.controller:type=KafkaController,name=TopicsToDeleteCount
                                Reveal Solution  Discussion  0

                                Correct Answer: A,B,D  🗳️

                                Explanation: Only visible for Dumpexams members. You can sign-up / login (it's free).

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