Confluent CCDAK : Confluent Certified Developer for Apache Kafka Certification Examination

  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 12, 2026
  • Q & A: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

SectionObjectives
Topic 1: Kafka Fundamentals- Data flow in Kafka
  • 1. Offset management
    • 2. Producer and consumer model
      - Kafka architecture and core concepts
      • 1. Replication and fault tolerance
        • 2. Brokers, topics, partitions
          Topic 2: Kafka Producers and Consumers- Consumer API
          • 1. Consumer groups
            • 2. Rebalancing and offset commits
              - Producer API
              • 1. Serialization and partitioning strategies
                • 2. Reliability and acknowledgments
                  Topic 3: Kafka Ecosystem and Confluent Platform- ksqlDB and connectors
                  • 1. Stream querying concepts
                    • 2. Kafka Connect basics
                      - Schema Registry
                      • 1. Avro, Protobuf, JSON Schema usage
                        Topic 4: 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

                                Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

                                1. Which two producer exceptions are examples of the class RetriableException? (Select two.)

                                A) RecordTooLargeException
                                B) NotEnoughReplicasException
                                C) LeaderNotAvailableException
                                D) AuthorizationException


                                2. (You are designing a stream pipeline to monitor the real-time location of GPS trackers, where historical location data is not required.
                                Each event has:
                                * Key: trackerId
                                * Value: latitude, longitude
                                You need to ensure that the latest location for each tracker is always retained in the Kafka topic.
                                Which topic configuration parameter should you set?)

                                A) min.cleanable.dirty.ratio=-1
                                B) retention.ms=infinite
                                C) retention.ms=0
                                D) cleanup.policy=compact


                                3. You create a producer that writes messages about bank account transactions from tens of thousands of different customers into a topic.
                                Your consumers must process these messages with low latency and minimize consumer lag Processing takes ~6x longer than producing Transactions for each bank account must be processed in orderWhich strategy should you use?

                                A) Use a combination of the bank account number and the transaction timestamp as the message key.
                                B) Use the bank account number found in the message as the message key.
                                C) Use the timestamp of the message's arrival as its key.
                                D) Use a unique identifier such as a universally unique identifier (UUID) as the message key.


                                4. What are three built-in abstractions in the Kafka Streams DSL?
                                (Select three.)

                                A) GlobalKTable
                                B) KTable
                                C) StreamTable
                                D) KStream
                                E) GlobalKStream


                                5. You need to configure a sink connector to write records that fail into a dead letter queue topic. Requirements:
                                Topic name: DLQ-Topic
                                Headers containing error context must be added to the messagesWhich three configuration parameters are necessary?(Select three.)

                                A) errors.log.include.messages=true
                                B) errors.deadletterqueue.topic.name=DLQ-Topic
                                C) errors.deadletterqueue.context.headers.enable=true
                                D) errors.tolerance=none
                                E) errors.log.enable=true
                                F) errors.tolerance=all


                                Solutions:

                                Question # 1
                                Answer: B,C
                                Question # 2
                                Answer: D
                                Question # 3
                                Answer: B
                                Question # 4
                                Answer: A,B,D
                                Question # 5
                                Answer: B,C,F

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