Confluent CCDAK Q&A - in .pdf

  • CCDAK pdf
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Jun 27, 2026
  • Q & A: 92 Questions and Answers
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  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
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  • Q & A: 92 Questions and Answers
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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

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

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


2. 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) Increase session.timeout.ms property.
B) Reduce max.poll.records property.
C) Add more consumer instances.
D) Split consumers in different consumer groups.


3. You need to correctly join data from two Kafka topics.
Which two scenarios will allow for co-partitioning?
(Select two.)

A) Both topics have the same value schema.
B) Both topics have the same number of partitions.
C) Both topics have the same retention time.
D) Both topics have the same key and partitioning strategy.


4. The producer code below features a Callback class with a method called onCompletion().
When will the onCompletion() method be invoked?

A) When the producer batches the message
B) When a consumer sends an acknowledgement to the producer
C) When the producer puts the message into its socket buffer
D) When the producer receives the acknowledgment from the broker


5. (You are developing a Kafka Streams application with a complex topology that has multiple sources, processors, sinks, and sub-topologies.
You are working in a development environment and do not have access to a real Kafka cluster or topics.
You need to perform unit testing on your Kafka Streams application.
Which should you use?)

A) KafkaUnitTestDriver
B) MockProducer, MockConsumer
C) TestProducer, TestConsumer
D) TopologyTestDriver


Solutions:

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

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