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Confluent CCDAK Exam Syllabus Topics:

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

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                                Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q12-Q17):

                                NEW QUESTION # 12
                                What happens when broker.rack configuration is provided in broker configuration in Kafka cluster?

                                Answer: B

                                Explanation:
                                Partitions for newly created topics are assigned in a rack alternating manner, this is the only change broker.rack does


                                NEW QUESTION # 13
                                Which is true about topic compaction?

                                Answer: A

                                Explanation:
                                Log compactionensures that Kafka retains at least thelatest value per keyin a topic. Compaction happensin the backgroundand removes older records with the same keyin inactive log segments, not immediately.
                                From theKafka Documentation > Log Compaction:
                                "Kafka guarantees that thelast message for each keywill be retained in the log after compaction, even if earlier messages with the same key are deleted." So, D is correct. A is incorrect because compaction does not overwrite; it's a background process. B is incorrect-deletion is not immediate. C incorrectly suggests client-side hashmap behavior.
                                Reference:Apache Kafka Log Compaction Docs


                                NEW QUESTION # 14
                                You have a consumer group of 12 consumers and when a consumer gets killed by the process management system, rather abruptly, it does not trigger a graceful shutdown of your consumer. Therefore, it takes up to 10 seconds for a rebalance to happen. The business would like to have a 3 seconds rebalance time. What should you do? (select two)

                                Answer: B,C

                                Explanation:
                                session.timeout.ms must be decreased to 3 seconds to allow for a faster rebalance, and the heartbeat thread must be quicker, so we also need to decrease heartbeat.interval.ms


                                NEW QUESTION # 15
                                To continuously export data from Kafka into a target database, I should use

                                Answer: D

                                Explanation:
                                Kafka Connect Sink is used to export data from Kafka to external databases and Kafka Connect Source is used to import from external databases into Kafka.


                                NEW QUESTION # 16
                                What is the default port that the KSQL server listens on?

                                Answer: D

                                Explanation:
                                Default port of KSQL server is 8088


                                NEW QUESTION # 17
                                ......

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