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Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

(A consumer application runs once every two weeks and reads from a Kafka topic.
The last time the application ran, the last offset processed was 217.
The application is configured with auto.offset.reset=latest.
The current offsets in the topic start at 318 and end at 588.
Which offset will the application start reading from when it starts up for its next run?)

  • A. 218
  • B. 318
  • C. 589
  • D. 0
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).

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

  • A. Join
  • B. GroupBy
  • C. Reduce
  • D. Filter
Reveal Solution  Discussion  0

Correct Answer: B,D  🗳️

Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).

You are developing a Java application using a Kafka consumer.
You need to integrate Kafka's client logs with your own application's logs using log4j2.
Which Java library dependency must you include in your project?

  • A. SLF4J implementation for Log4j2 (org.apache.logging.log4j:log4j-slf4j-impl)
  • B. None, the right dependency will be added by the Kafka client dependency by transitivity.
  • C. SLF4J implementation for Log4j 1.2 (org.slf4j:slf4j-log4j12)
  • D. Just the log4j2 dependency of the application
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).

What are three built-in abstractions in the Kafka Streams DSL?
(Select three.)

  • A. GlobalKStream
  • B. KStream
  • C. StreamTable
  • D. KTable
  • E. GlobalKTable
Reveal Solution  Discussion  0

Correct Answer: B,D,E  🗳️

Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).

You have a Kafka client application that has real-time processing requirements.
Which Kafka metric should you monitor?

  • A. Consumer heartbeat rate to group coordinator
  • B. Consumer lag between brokers and consumers
  • C. Aggregate incoming byte rate
  • D. Total time to serve requests to replica followers
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).

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