Confluent CCDAK Q&A - in .pdf

  • CCDAK pdf
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 21, 2026
  • Q & A: 92 Questions and Answers
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  • Updated: Aug 21, 2026
  • Q & A: 92 Questions and Answers
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Confluent CCDAK Q&A - Testing Engine

  • CCDAK Testing Engine
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 21, 2026
  • Q & A: 92 Questions and Answers
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Confluent CCDAK Exam Syllabus Topics:

SectionObjectives
Topic 1: Kafka Ecosystem and Confluent Platform- Schema Registry
  • 1. Avro, Protobuf, JSON Schema usage
    - ksqlDB and connectors
    • 1. Kafka Connect basics
      • 2. Stream querying concepts
        Topic 2: Kafka Fundamentals- Kafka architecture and core concepts
        • 1. Brokers, topics, partitions
          • 2. Replication and fault tolerance
            - Data flow in Kafka
            • 1. Offset management
              • 2. Producer and consumer model
                Topic 3: 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
                        Topic 4: 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

                                Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

                                1. (What are two stateless operations in the Kafka Streams API?
                                Select two.)

                                A) Join
                                B) GroupBy
                                C) Reduce
                                D) Filter


                                2. What are two examples of performance metrics?
                                (Select two.)

                                A) Time of last failed login
                                B) total-login-attempts
                                C) fetch-rate
                                D) Number of active users
                                E) incoming-byte-rate
                                F) Number of active user sessions


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


                                4. You create a producer that writes messages about bank account transactions from tens of thousands of different customers into a topic.
                                Your consumers must process these messages with low latency and minimize consumer lag Processing takes ~6x longer than producing Transactions for each bank account must be processed in orderWhich strategy should you use?

                                A) Use a combination of the bank account number and the transaction timestamp as the message key.
                                B) Use the bank account number found in the message as the message key.
                                C) Use a unique identifier such as a universally unique identifier (UUID) as the message key.
                                D) Use the timestamp of the message's arrival as its key.


                                5. (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) Sliding
                                B) Tumbling
                                C) Hopping
                                D) Session


                                Solutions:

                                Question # 1
                                Answer: B,D
                                Question # 2
                                Answer: C,E
                                Question # 3
                                Answer: B
                                Question # 4
                                Answer: B
                                Question # 5
                                Answer: D

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