Exam Details

  • Exam Code
    :CCDAK
  • Exam Name
    :Confluent Certified Developer for Apache Kafka Certification Examination
  • Certification
    :Confluent Certifications
  • Vendor
    :Confluent
  • Total Questions
    :150 Q&As
  • Last Updated
    :Jul 01, 2025

Confluent Confluent Certifications CCDAK Questions & Answers

  • Question 121:

    Which of these joins does not require input topics to be sharing the same number of partitions?

    A. KStream-KTable join

    B. KStream-KStream join

    C. KStream-GlobalKTable

    D. KTable-KTable join

  • Question 122:

    How often is log compaction evaluated?

    A. Every time a new partition is created

    B. Every time a segment is closed

    C. Every time a message is sent to Kafka

    D. Every time a message is flushed to disk

  • Question 123:

    Compaction is enabled for a topic in Kafka by setting log.cleanup.policy=compact. What is true about log compaction?

    A. After cleanup, only one message per key is retained with the first value

    B. Each message stored in the topic is compressed

    C. Kafka automatically de-duplicates incoming messages based on key hashes

    D. After cleanup, only one message per key is retained with the latest value Compaction changes the offset of messages

  • Question 124:

    What is a generic unique id that I can use for messages I receive from a consumer?

    A. topic + partition + timestamp

    B. topic + partition + offset

    C. topic + timestamp

  • Question 125:

    What happens if you write the following code in your producer? producer.send(producerRecord).get()

    A. Compression will be increased

    B. Throughput will be decreased

    C. It will force all brokers in Kafka to acknowledge the producerRecord

    D. Batching will be increased

  • Question 126:

    To import data from external databases, I should use

    A. Confluent REST Proxy

    B. Kafka Connect Sink

    C. Kafka Streams

    D. Kafka Connect Source

  • Question 127:

    You are using JDBC source connector to copy data from 2 tables to two Kafka topics. There is one connector created with max.tasks equal to 2 deployed on a cluster of 3 workers. How many tasks are launched?

    A. 6

    B. 1

    C. 2

    D. 3

  • Question 128:

    What data format isn't natively available with the Confluent REST Proxy?

    A. avro

    B. binary

    C. protobuf

    D. json

  • Question 129:

    Which actions will trigger partition rebalance for a consumer group? (select three)

    A. Increase partitions of a topic

    B. Remove a broker from the cluster

    C. Add a new consumer to consumer group

    D. A consumer in a consumer group shuts down Add a broker to the cluster

  • Question 130:

    Which of the following setting increases the chance of batching for a Kafka Producer?

    A. Increase batch.size

    B. Increase message.max.bytes

    C. Increase the number of producer threads

    D. Increase linger.ms

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