Confluent : CCDAK Questions & Answers

Last Updated: Oct 06, 2026

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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Apache Kafka Streams12%- Streams API concepts: topology, processors, state stores
- Error handling and state management
- Stream processing operations: map, filter, join, aggregation
- Windowing and time semantics
Topic 2: Apache Kafka Fundamentals23%- Delivery semantics: at-most-once, at-least-once, exactly-once
- Core concepts: brokers, topics, partitions, replicas, offsets
- Kafka architecture and data flow
- Configuration basics and cluster setup
Topic 3: Kafka Connect15%- Source and sink connectors configuration
- Data transformation and integration patterns
- Connect architecture: workers, connectors, tasks, converters
Topic 4: Application Observability13%- Error diagnosis and troubleshooting
- Tracing and performance tuning
- Logging and monitoring metrics
Topic 5: Apache Kafka Application Development28%- Transactional messaging and idempotence
- Consumer API: configuration, offset management, consumer groups, rebalancing
- Producer API: configuration, serialization, partitioning, error handling
- Schema management: Confluent Schema Registry, compatibility rules, evolution
Topic 6: Application Testing8%- Integration testing and test clusters
- Unit testing producers and consumers
- Mocking and test utilities

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

Question #1

Where are source connector offsets stored?

  • A. storage.offset.topic
  • B. offset, storage, partitions
  • C. topic.offset.config
  • D. offset.storage.topic
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Correct Answer: D  🗳️

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Question #2

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

  • A. fetch.max.wait.ms
  • B. max.poll.interval.ms
  • C. heartbeat.interval.ms
  • D. session.timeout.ms
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Correct Answer: B  🗳️

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Question #3

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

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

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Question #4

(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. TestProducer, TestConsumer
  • B. MockProducer, MockConsumer
  • C. KafkaUnitTestDriver
  • D. TopologyTestDriver
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Correct Answer: D  🗳️

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Question #5

(You are building real-time streaming applications using Kafka Streams.
Your application has a custom transformation.
You need to define custom processors in Kafka Streams.
Which tool should you use?)

  • A. Kafka Streams Custom Transformation Language
  • B. Kafka Streams Domain Specific Language (DSL)
  • C. TopologyTestDriver
  • D. Processor API
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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