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Confluent CCDAK Exam Syllabus Topics:

SectionObjectives
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
          Kafka Fundamentals- Kafka architecture and core concepts
          • 1. Replication and fault tolerance
            • 2. Brokers, topics, partitions
              - Data flow in Kafka
              • 1. Offset management
                • 2. Producer and consumer model
                  Kafka Streams and Processing- Event processing patterns
                  • 1. Windowing and aggregation
                    • 2. Exactly-once semantics
                      - Kafka Streams API
                      • 1. Stream processing fundamentals
                        • 2. Stateful vs stateless processing
                          Kafka Ecosystem and Confluent Platform- Schema Registry
                          • 1. Avro, Protobuf, JSON Schema usage
                            - ksqlDB and connectors
                            • 1. Kafka Connect basics
                              • 2. Stream querying concepts

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                                Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q27-Q32):

                                NEW QUESTION # 27
                                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 to specifying more than one broker?

                                Answer: C


                                NEW QUESTION # 28
                                Compaction is enabled for a topic in Kafka by setting log.cleanup.policy=compact. What is true about log compaction?

                                Answer: A

                                Explanation:
                                Compaction changes the offset of messages
                                Explanation:
                                Log compaction retains at least the last known value for each record key for a single topic partition. All compacted log offsets remain valid, even if record at offset has been compacted away as a consumer will get the next highest offset.


                                NEW QUESTION # 29
                                Match the testing tool with the type of test it is typically used to perform.

                                Answer:

                                Explanation:

                                Explanation:
                                Unit Testing # MockProducer
                                Integration Testing # Testcontainers
                                Performance Testing # Trogdor
                                Mock Data Generation # Connect Datagen
                                MockProducer: Simulates a Kafka producer in unit tests (no real broker interaction).
                                Testcontainers: Spawns Kafka in Docker for real environment testing.
                                Trogdor: Kafka's built-in performance load testing framework.
                                Connect Datagen: Creates sample source records for test and demo purposes.
                                From Kafka Developer Tools Guide:
                                "Kafka developers commonly use MockProducer for unit tests, Testcontainers for integration, and Trogdor for performance tests." Reference: Kafka Testing and Tools Overview


                                NEW QUESTION # 30
                                To enhance compression, I can increase the chances of batching by using

                                Answer: C

                                Explanation:
                                linger.ms forces the producer to wait before sending messages, hence increasing the chance of creating batches that can be heavily compressed.


                                NEW QUESTION # 31
                                You create a topic with five partitions.
                                What can be assumed about messages read from that topic by a single consumer group?

                                Answer: B


                                NEW QUESTION # 32
                                ......

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