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Confluent CCDAK Exam Syllabus Topics:

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

                                Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

                                You are developing a Java application using a Kafka consumer.
                                You need to integrate Kafka's client logs with your own application's logs using log4j2.
                                Which Java library dependency must you include in your project?

                                • A. SLF4J implementation for Log4j2 (org.apache.logging.log4j:log4j-slf4j-impl)
                                • B. None, the right dependency will be added by the Kafka client dependency by transitivity.
                                • C. SLF4J implementation for Log4j 1.2 (org.slf4j:slf4j-log4j12)
                                • D. Just the log4j2 dependency of the application
                                Reveal Solution  Discussion  0

                                Correct Answer: A  🗳️

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

                                You are building a system for a retail store selling products to customers.
                                Which three datasets should you model as a GlobalKTable?
                                (Select three.)

                                • A. Log of payment transactions
                                • B. Customer profile information
                                • C. Inventory of products at a warehouse
                                • D. All purchases at a retail store occurring in real time
                                • E. Catalog of products
                                Reveal Solution  Discussion  0

                                Correct Answer: B,C,E  🗳️

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

                                Your application is consuming from a topic with one consumer group.
                                The number of running consumers is equal to the number of partitions.
                                Application logs show that some consumers are leaving the consumer group during peak time, triggering a rebalance. You also notice that your application is processing many duplicates.
                                You need to stop consumers from leaving the consumer group.
                                What should you do?

                                • A. Add more consumer instances.
                                • B. Split consumers in different consumer groups.
                                • C. Reduce max.poll.records property.
                                • D. Increase session.timeout.ms property.
                                Reveal Solution  Discussion  0

                                Correct Answer: D  🗳️

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

                                You have a Kafka Connect cluster with multiple connectors.
                                One connector is not working as expected.
                                How can you find logs related to that specific connector?

                                • A. Modify the log4j.properties file to enable connector context.
                                • B. Make no change, there is no way to find logs other than by stopping all the other connectors.
                                • C. Change the log level to DEBUG to have connector context information in logs.
                                • D. Modify the log4j.properties file to add a dedicated log appender for the connector.
                                Reveal Solution  Discussion  0

                                Correct Answer: D  🗳️

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

                                (Your configuration parameters for a Source connector and Connect worker are:
                                * offset.flush.interval.ms=60000
                                * offset.flush.timeout.ms=500
                                * offset.storage.topic=connect-offsets
                                * offset.storage.replication.factor=-1
                                Which two statements match the expected behavior?
                                Select two.)

                                • A. The connector will commit offsets to a topic called connect-offsets.
                                • B. The offsets topic will use the broker default replication factor.
                                • C. The connector will wait 500 ms before trying to commit offsets for tasks.
                                • D. The connector will commit offsets to the broker default offsets topic.
                                Reveal Solution  Discussion  0

                                Correct Answer: A,B  🗳️

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

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