- Exam Code: CCDAK
- Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
- Updated: Aug 14, 2026
- Q & A: 92 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Apache Kafka Application Development | 28% | - 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 |
| Application Observability | 13% | - Logging and monitoring metrics - Tracing and performance tuning - Error diagnosis and troubleshooting |
| Application Testing | 8% | - Integration testing and test clusters - Unit testing producers and consumers - Mocking and test utilities |
| Apache Kafka Streams | 12% | - Streams API concepts: topology, processors, state stores - Error handling and state management - Windowing and time semantics - Stream processing operations: map, filter, join, aggregation |
| Apache Kafka Fundamentals | 23% | - 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 |
| Kafka Connect | 15% | - Connect architecture: workers, connectors, tasks, converters - Data transformation and integration patterns - Source and sink connectors configuration |
1. Clients that connect to a Kafka cluster are required to specify one or more brokers in the bootstrap.servers parameter.
What is the primary advantage of specifying more than one broker?
A) It forces clients to enumerate every single broker in the cluster.
B) It provides redundancy in making the initial connection to the Kafka cluster.
C) It is the mechanism to distribute a topic's partitions across multiple brokers.
D) It provides the ability to wake up dormant brokers.
2. Kafka producers can batch messages going to the same partition.
Which statement is correct about producer batching?
A) Two or more broker failures will automatically disable batching on the producer.
B) Producers can include multiple batches in a single request to a broker.
C) Producers can only batch messages of the same size.
D) Producers have a separate background thread for each batch.
3. (You deploy a Kafka Streams application with five application instances.
Kafka Streams stores application metadata using internal topics.
Auto-topic creation is disabled in the Kafka cluster.
Which statement about this scenario is true?)
A) The application will continue to work and internal topics will be created, even if auto-topic creation is disabled.
B) The application will terminate with a non-retriable exception.
C) The application will be on hold until internal topics are created manually.
D) The application will work, but application metadata will not be stored.
4. Which configuration allows more time for the consumer poll to process records?
A) heartbeat.interval.ms
B) max.poll.interval.ms
C) fetch.max.wait.ms
D) session.timeout.ms
5. Which two statements about Kafka Connect Single Message Transforms (SMTs) are correct?
(Select two.)
A) SMT functionality is included within Kafka Connect converters.
B) Masking data is a good example of an SMT.
C) Multiple SMTs can be chained together and act on source or sink messages.
D) SMTs are often used to join multiple records from a source data system into a single Kafka record.
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: B | Question # 5 Answer: B,C |
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