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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. Serialization and partitioning strategies
        • 2. Reliability and acknowledgments
          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 Streams and Processing- Event processing patterns
                  • 1. Exactly-once semantics
                    • 2. Windowing and aggregation
                      - Kafka Streams API
                      • 1. Stream processing fundamentals
                        • 2. Stateful vs stateless processing
                          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:

                                You are experiencing low throughput from a Java producer.
                                Metrics show low I/O thread ratio and low I/O thread wait ratio.
                                What is the most likely cause of the slow producer performance?

                                • A. Compression is enabled.
                                • B. The producer is sending large batches of messages.
                                • C. There is a bad data link layer (layer 2) connection from the producer to the cluster.
                                • D. The producer code has an expensive callback function.
                                Reveal Solution  Discussion  0

                                Correct Answer: D  🗳️

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

                                (You have a Kafka consumer in production actively reading from a critical topic from which multiple other applications are consuming.
                                You have a new requirement to update the offset of your consumer to start reading from the beginning of the topic.
                                Which action would you take?)

                                • A. Update the consumer configuration by setting the auto.offset.reset property to earliest.
                                • B. Temporarily configure the topic's retention.ms parameter to 0 to empty the topic.
                                • C. Start a new consumer application with the same consumer group id.
                                • D. Update the consumer group's offset to the earliest position using the kafka-consumer-groups CLI tool.
                                Reveal Solution  Discussion  0

                                Correct Answer: D  🗳️

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

                                (A stream processing application tracks user activity in online shopping carts, including items added, removed, and ordered throughout the day for each user.
                                You need to capture data to identify possible periods of user inactivity.
                                Which type of Kafka Streams window should you use?)

                                • A. Hopping
                                • B. Tumbling
                                • C. Session
                                • D. Sliding
                                Reveal Solution  Discussion  0

                                Correct Answer: C  🗳️

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

                                You create a topic named stream-logs with:
                                A replication factor of 3
                                Four partitions
                                Messages that are plain logs without a keyHow will messages be distributed across partitions?

                                • A. Messages will be distributed among all the topic partitions with strict ordering.
                                • B. The first message will always be written to partition 0.
                                • C. All messages will be written to the same log segment.
                                • D. Messages will be distributed round-robin among all the topic partitions.
                                Reveal Solution  Discussion  0

                                Correct Answer: D  🗳️

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

                                You have a Kafka client application that has real-time processing requirements.
                                Which Kafka metric should you monitor?

                                • A. Consumer heartbeat rate to group coordinator
                                • B. Aggregate incoming byte rate
                                • C. Total time to serve requests to replica followers
                                • D. Consumer lag between brokers and consumers
                                Reveal Solution  Discussion  0

                                Correct Answer: D  🗳️

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

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