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

  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Sep 15, 2026
  • Q&As: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Monitoring and Operations5-10%- Disaster Recovery
- Kafka Metrics and Monitoring
- Log Compaction
- Consumer Lag and Health Checks
- Cross-region Replication
Topic 2: Schema Management5-10%- Schema Registry Architecture
- Schema Evolution and Compatibility
- Schema Registration and Retrieval
- Protobuf and JSON Schemas
- Avro Schemas
Topic 3: Installing and Configuring Kafka5-10%- Partition Assignment Strategies
- ZooKeeper vs KRaft Mode
- Topic Creation and Configuration
- Broker Configuration Parameters
Topic 4: Developing with Kafka Consumers15-20%- Consumer Groups and Rebalancing
- Multi-threaded Consumers
- Commit Strategies (Auto, Manual, Cooperative)
- Consumer Configuration and Tuning
- Consumer Interceptors
- Deserialization
- Offset Management
Topic 5: Developing with Kafka Producers15-20%- Exactly-Once Semantics
- Partitioning Strategies
- Producer Configuration and Tuning
- Serialization (JSON, Avro, Protobuf)
- Error Handling and Retry Logic
- Idempotent Producers
- Producer Interceptors
Topic 6: Security5-10%- Encryption in Transit
- Authorization (ACLs)
- Authentication (SASL, SSL/TLS)
- Securing Schema Registry
Topic 7: Kafka Fundamentals10-15%- Brokers and Clusters
- Log Segments and Retention
- Topics, Partitions, and Offsets
- Producer and Consumer Basics
- Replication Factor and ISR
Topic 8: Kafka Connect10-15%- Converters and Transforms
- Source and Sink Connectors
- Connector Configuration
- Connect Architecture (Workers, Connectors, Tasks)
- Offset Management in Connect
- Single Message Transformations (SMT)
Topic 9: Kafka Streams20-25%- Streams Architecture and Topology
- Windowed Operations (Tumbling, Hopping, Session)
- Interactive Queries
- Testing Kafka Streams Applications
- Exactly-Once Processing
- State Stores and Processors
- Transformation Operations (map, filter, join, aggregate)

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

Question #1

Which two statements are correct when assigning partitions to the consumers in a consumer group using the assign() API?
(Select two.)

  • A. All topics must have the same number of partitions to use assign() API.
  • B. It is mandatory to subscribe to a topic before calling assign() to assign partitions.
  • C. The consumer group will not be rebalanced if a consumer leaves the group.
  • D. The consumer chooses which partition to read without any assignment from brokers.
Reveal Solution  Discussion  0

Correct Answer: C,D  🗳️

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Question #2

(You need to set alerts on key broker metrics to trigger notifications when a Kafka cluster is unhealthy.
What are three minimum broker metrics to monitor for cluster health?
Select three.)

  • A. kafka.controller:type=KafkaController,name=TopicsToDeleteCount
  • B. kafka.controller:type=ControllerStats,name=UncleanLeaderElectionsPerSec
  • C. kafka.controller:type=KafkaController,name=OfflinePartitionsCount
  • D. kafka.controller:type=KafkaController,name=LastCommittedRecordOffset
  • E. kafka.controller:type=KafkaController,name=ActiveControllerCount
Reveal Solution  Discussion  0

Correct Answer: B,C,E  🗳️

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Question #3

Which tool can you use to modify the replication factor of an existing topic?

  • A. kafka-topics.sh
  • B. kafka-reassign-partitions.sh
  • C. kafka-recreate-topic.sh
  • D. kafka-reassign-topics.sh
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #4

(You create an Orders topic with 10 partitions.
The topic receives data at high velocity.
Your Kafka Streams application initially runs on a server with four CPU threads.
You move the application to another server with 10 CPU threads to improve performance.
What does this example describe?)

  • A. Plain Scaling
  • B. Horizontal Scaling
  • C. Vertical Scaling
  • D. Scaling Out
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #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. Partitions assigned to a consumer may change.
  • B. Offsets are compacted.
  • C. Partition leaders may change.
  • D. Previous log files are deleted.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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