Confluent CCDAK : Confluent Certified Developer for Apache Kafka Certification Examination

CCDAK real exams

Exam Code: CCDAK

Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination

Updated: Aug 17, 2026

Q & A: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

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

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


2. An application is consuming messages from Kafka.
The application logs show that partitions are frequently being reassigned within the consumer group.
Which two factors may be contributing to this?
(Select two.)

A) There is a storage issue on the broker.
B) An instance of the application is crashing and being restarted.
C) There is a slow consumer processing application.
D) The number of partitions does not match the number of application instances.


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

A) max.poll.interval.ms
B) fetch.max.wait.ms
C) heartbeat.interval.ms
D) session.timeout.ms


4. You have a Kafka consumer in production actively reading from a critical topic.
You need to update the offset of your consumer to start reading from the beginning of the topic.
Which action should you take?

A) Update the consumer group's offset to the earliest position using the kafka-consumer-groups CLI tool.
B) Temporarily configure the topic's retention.ms parameter to 0 to empty the topic.
C) Update the consumer configuration by setting auto.offset.reset=earliest.
D) Start a new consumer application with the same consumer group id.


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

A) Consumer lag between brokers and consumers
B) Consumer heartbeat rate to group coordinator
C) Aggregate incoming byte rate
D) Total time to serve requests to replica followers


Solutions:

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

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