Confluent CCDAK : Confluent Certified Developer for Apache Kafka Certification Examination

  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Jul 04, 2026
  • Q & A: 92 Questions and Answers

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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. What is a consequence of increasing the number of partitions in an existing Kafka topic?

A) The acknowledgment process will increase latency for producers using acks=all.
B) Records with the same key could be located in different partitions.
C) Consumers will need to process data from more partitions which will significantly increase consumer lag.
D) Existing data will be redistributed across the new number of partitions temporarily increasing cluster load.


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


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


4. (You are developing a Java application that includes a Kafka consumer.
You need to integrate Kafka client logs with your own application logs.
Your application is using the Log4j2 logging framework.
Which Java library dependency must you include in your project?)

A) Just the Log4j2 dependency of the application
B) SLF4J implementation for Log4j2 (org.apache.logging.log4j:log4j-slf4j-impl)
C) None, the correct dependency will be added transitively by the Kafka client
D) SLF4J implementation for Log4j 1.2 (org.slf4j:slf4j-log4j12)


5. Which two statements are correct when assigning partitions to the consumers in a consumer group using the assign() API?
(Select two.)

A) All topics must have the same number of partitions to use assign() API.
B) The consumer chooses which partition to read without any assignment from brokers.
C) The consumer group will not be rebalanced if a consumer leaves the group.
D) It is mandatory to subscribe to a topic before calling assign() to assign partitions.


Solutions:

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

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