Confluent CCDAK real exam prep : Confluent Certified Developer for Apache Kafka Certification Examination

  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 11, 2026
  • Q&As: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. (You are designing a stream pipeline to monitor the real-time location of GPS trackers, where historical location data is not required.
Each event has:
* Key: trackerId
* Value: latitude, longitude
You need to ensure that the latest location for each tracker is always retained in the Kafka topic.
Which topic configuration parameter should you set?)

A) min.cleanable.dirty.ratio=-1
B) retention.ms=infinite
C) cleanup.policy=compact
D) retention.ms=0


2. Which partition assignment minimizes partition movements between two assignments?

A) PartitionAssignor
B) RoundRobinAssignor
C) RangeAssignor
D) StickyAssignor


3. (You are configuring a source connector that writes records to an Orders topic.
You need to send some of the records to a different topic.
Which Single Message Transform (SMT) is best suited for this requirement?)

A) InsertField
B) TombstoneHandler
C) HeaderFrom
D) RegexRouter


4. (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=LastCommittedRecordOffset
D) kafka.controller:type=KafkaController,name=ActiveControllerCount
E) kafka.controller:type=KafkaController,name=OfflinePartitionsCount


5. (An S3 source connector named s3-connector stopped running.
You use the Kafka Connect REST API to query the connector and task status.
One of the three tasks has failed.
You need to restart the connector and all currently running tasks.
Which REST request will restart the connector instance and all its tasks?)

A) POST /connectors/s3-connector/restart?includeTasks=true&onlyFailed=true
B) POST /connectors/s3-connector/restart?includeTasks=true
C) POST /connectors/s3-connector/tasks/0/restart
D) POST /connectors/s3-connector/restart


Solutions:

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

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