Confluent CCDAK dumps - in .pdf

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  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Oct 05, 2026
  • Q & A: 92 Questions and Answers
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  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Oct 05, 2026
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  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
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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 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
                  Topic 3: 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
                          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:

                                Question #1

                                Which configuration allows more time for the consumer poll to process records?

                                • A. max.poll.interval.ms
                                • B. session.timeout.ms
                                • C. heartbeat.interval.ms
                                • D. fetch.max.wait.ms
                                Reveal Solution  Discussion  0

                                Correct Answer: A  🗳️

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

                                Question #2

                                Which two statements about Kafka Connect Single Message Transforms (SMTs) are correct?
                                (Select two.)

                                • A. SMTs are often used to join multiple records from a source data system into a single Kafka record.
                                • B. SMT functionality is included within Kafka Connect converters.
                                • C. Multiple SMTs can be chained together and act on source or sink messages.
                                • D. Masking data is a good example of an SMT.
                                Reveal Solution  Discussion  0

                                Correct Answer: C,D  🗳️

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

                                Question #3

                                Which is true about topic compaction?

                                • A. When a client produces a new event with an existing key, the broker immediately deletes the offset of the existing event.
                                • B. When a client produces a new event with an existing key, the old value is overwritten with the new value in the compacted log segment.
                                • C. Compaction will keep exactly one message per key after compaction of inactive log segments.
                                • D. Topic compaction does not remove old events; instead, when clients consume events from a compacted topic, they store events in a hashmap that maintains the latest value.
                                Reveal Solution  Discussion  0

                                Correct Answer: C  🗳️

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

                                Question #4

                                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 ValidTorrent members. You can sign-up / login (it's free).

                                Question #5

                                You need to configure a sink connector to write records that fail into a dead letter queue topic. Requirements:
                                Topic name: DLQ-Topic
                                Headers containing error context must be added to the messagesWhich three configuration parameters are necessary?(Select three.)

                                • A. errors.log.enable=true
                                • B. errors.deadletterqueue.context.headers.enable=true
                                • C. errors.tolerance=none
                                • D. errors.tolerance=all
                                • E. errors.deadletterqueue.topic.name=DLQ-Topic
                                • F. errors.log.include.messages=true
                                Reveal Solution  Discussion  0

                                Correct Answer: B,D,E  🗳️

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

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