Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
Certification Provider: Confluent
Corresponding Certification: Confluent Certified Developer
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Confluent CCDAK Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Kafka Connect | 15% | - Data transformation and integration patterns - Source and sink connectors configuration - Connect architecture: workers, connectors, tasks, converters |
| Topic 2: Application Observability | 13% | - Tracing and performance tuning - Error diagnosis and troubleshooting - Logging and monitoring metrics |
| Topic 3: Apache Kafka Streams | 12% | - Windowing and time semantics - Stream processing operations: map, filter, join, aggregation - Streams API concepts: topology, processors, state stores - Error handling and state management |
| Topic 4: Apache Kafka Fundamentals | 23% | - Kafka architecture and data flow - Configuration basics and cluster setup - Core concepts: brokers, topics, partitions, replicas, offsets - Delivery semantics: at-most-once, at-least-once, exactly-once |
| Topic 5: Application Testing | 8% | - Mocking and test utilities - Integration testing and test clusters - Unit testing producers and consumers |
| Topic 6: Apache Kafka Application Development | 28% | - Producer API: configuration, serialization, partitioning, error handling - Schema management: Confluent Schema Registry, compatibility rules, evolution - Consumer API: configuration, offset management, consumer groups, rebalancing - Transactional messaging and idempotence |
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:
Which partition assignment minimizes partition movements between two assignments?
- A. RangeAssignor
- B. RoundRobinAssignor
- C. StickyAssignor
- D. PartitionAssignor
Correct Answer: C 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
(A consumer application runs once every two weeks and reads from a Kafka topic.
The last time the application ran, the last offset processed was 217.
The application is configured with auto.offset.reset=latest.
The current offsets in the topic start at 318 and end at 588.
Which offset will the application start reading from when it starts up for its next run?)
- A. 218
- B. 0
- C. 589
- D. 318
Correct Answer: C 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
(You have a topic with four partitions. The application reading this topic is using a consumer group with two consumers.
Throughput is smoothly distributed among partitions, but application lag is increasing.
Application monitoring shows that message processing is consuming all available CPU resources.
Which action should you take to resolve this issue?)
- A. Add more consumers to increase the level of parallelism of the processing.
- B. Increase the max.poll.records property of consumers.
- C. Decrease the max.poll.records property of consumers.
- D. Add more partitions to the topic to increase the level of parallelism of the processing.
Correct Answer: A 🗳️
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Which two statements about Kafka Connect Single Message Transforms (SMTs) are correct?
(Select two.)
- A. SMT functionality is included within Kafka Connect converters.
- B. SMTs are often used to join multiple records from a source data system into a single Kafka record.
- C. Masking data is a good example of an SMT.
- D. Multiple SMTs can be chained together and act on source or sink messages.
Correct Answer: C,D 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
You have a Kafka client application that has real-time processing requirements.
Which Kafka metric should you monitor?
- A. Aggregate incoming byte rate
- B. Total time to serve requests to replica followers
- C. Consumer heartbeat rate to group coordinator
- D. Consumer lag between brokers and consumers
Correct Answer: D 🗳️
Explanation: Only visible for ActualTestsIT members. You can sign-up / login (it's free).
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