Confluent CCDAK Valid Q&A - in .pdf

  • CCDAK pdf
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 07, 2026
  • Q & A: 92 Questions and Answers
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Confluent CCDAK Valid Q&A - Testing Engine

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Confluent CCDAK Exam Syllabus Topics:

SectionObjectives
Kafka Ecosystem and Confluent Platform- Schema Registry
  • 1. Avro, Protobuf, JSON Schema usage
    - ksqlDB and connectors
    • 1. Stream querying concepts
      • 2. Kafka Connect basics
        Kafka Streams and Processing- Event processing patterns
        • 1. Exactly-once semantics
          • 2. Windowing and aggregation
            - Kafka Streams API
            • 1. Stateful vs stateless processing
              • 2. Stream processing fundamentals
                Kafka Producers and Consumers- Consumer API
                • 1. Rebalancing and offset commits
                  • 2. Consumer groups
                    - Producer API
                    • 1. Serialization and partitioning strategies
                      • 2. Reliability and acknowledgments
                        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

                                Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

                                1. A stream processing application is tracking user activity in online shopping carts.
                                You want to identify periods of user inactivity.
                                Which type of Kafka Streams window should you use?

                                A) Session
                                B) Sliding
                                C) Tumbling
                                D) Hopping


                                2. What is the default maximum size of a message the Apache Kafka broker can accept?

                                A) 5MB
                                B) 10MB
                                C) 1MB
                                D) 2MB


                                3. (You have a Kafka Connect cluster with multiple connectors deployed.
                                One connector is not working as expected.
                                You need to find logs related to that specific connector to investigate the issue.
                                How can you find the connector's logs?)

                                A) Modify the log4j.properties file to add a dedicated log appender for the connector.
                                B) Make no change; there is no way to isolate connector logs.
                                C) Modify the log4j.properties file to enable connector context.
                                D) Change the log level to DEBUG to include connector context information.


                                4. What is accomplished by producing data to a topic with a message key?

                                A) Messages with the same key are routed to a deterministically selected partition, enabling order guarantees within that partition.
                                B) It provides a mechanism for encrypting messages at the partition level to ensure secure data transmission.
                                C) Kafka brokers allow you to add more partitions to a given topic, without impacting the data flow for existing keys.
                                D) Consumers can filter messages in real time based on the message key without processing unrelated messages.


                                5. Kafka producers can batch messages going to the same partition.
                                Which statement is correct about producer batching?

                                A) Producers can only batch messages of the same size.
                                B) Producers can include multiple batches in a single request to a broker.
                                C) Producers have a separate background thread for each batch.
                                D) Two or more broker failures will automatically disable batching on the producer.


                                Solutions:

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

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