Confluent Certified Developer for Apache Kafka Certification Examination : CCDAK

Exam Code: CCDAK

Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination

Updated: Jul 31, 2026

Q & A: 92 Questions and Answers

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About Confluent Certified Developer for Apache Kafka Certification Examination : CCDAK Exam

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CCDAK exam dumps

Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. You are writing to a topic with acks=all.
The producer receives acknowledgments but you notice duplicate messages.
You find that timeouts due to network delay are causing resends.
Which configuration should you use to prevent duplicates?

A) retries=2147483647max.in.flight.requests.per.connection=1enable.idempotence=false
B) retries=0max.in.flight.requests.per.connection=5enable.idempotence=true
C) enable.auto.commit=true
D) retries=2147483647max.in.flight.requests.per.connection=5enable.idempotence=true


2. You need to set alerts on key broker metrics to trigger notifications when the cluster is unhealthy.
Which are three minimum broker metrics to monitor?
(Select three.)

A) kafka.controller:type=KafkaController,name=LastCommittedRecordOffset
B) kafka.controller:type=KafkaController,name=ActiveControllerCount
C) kafka.controller:type=ControllerStats,name=UncleanLeaderElectionsPerSec
D) kafka.controller:type=KafkaController,name=TopicsToDeleteCount
E) kafka.controller:type=KafkaController,name=OfflinePartitionsCount


3. (You are writing a producer application and need to ensure proper delivery.
You configure the producer with acks=all.
Which two actions should you take to ensure proper error handling?
Select two.)

A) Use a callback argument in producer.send() where you check delivery status.
B) Check that producer.send() returned a RecordMetadata object and is not null.
C) Surround the call to producer.send() with a try/catch block to catch KafkaException.
D) Check the value of ProducerRecord.status().


4. (You are writing to a Kafka topic with producer configuration acks=all.
The producer receives acknowledgements from the broker but still creates duplicate messages due to network timeouts and retries.
You need to ensure that duplicate messages are not created.
Which producer configuration should you set?)

A) retries=0max.in.flight.requests.per.connection=5enable.idempotence=true
B) retries=2147483647max.in.flight.requests.per.connection=5enable.idempotence=false
C) enable.auto.commit=true
D) retries=2147483647max.in.flight.requests.per.connection=1enable.idempotence=true


5. You need to explain the best reason to implement the consumer callback interface ConsumerRebalanceListener prior to a Consumer Group Rebalance.
Which statement is correct?

A) Offsets are compacted.
B) Previous log files are deleted.
C) Partition leaders may change.
D) Partitions assigned to a consumer may change.


Solutions:

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

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