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Confluent CCDAK Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Apache Kafka Fundamentals | 23% | - Configuration basics and cluster setup - Delivery semantics: at-most-once, at-least-once, exactly-once - Kafka architecture and data flow - Core concepts: brokers, topics, partitions, replicas, offsets |
| Topic 2: Apache Kafka Streams | 12% | - Windowing and time semantics - Streams API concepts: topology, processors, state stores - Stream processing operations: map, filter, join, aggregation - Error handling and state management |
| Topic 3: Application Testing | 8% | - Unit testing producers and consumers - Integration testing and test clusters - Mocking and test utilities |
| Topic 4: Kafka Connect | 15% | - Connect architecture: workers, connectors, tasks, converters - Source and sink connectors configuration - Data transformation and integration patterns |
| Topic 5: Application Observability | 13% | - Logging and monitoring metrics - Tracing and performance tuning - Error diagnosis and troubleshooting |
| Topic 6: Apache Kafka Application Development | 28% | - Transactional messaging and idempotence - Schema management: Confluent Schema Registry, compatibility rules, evolution - Producer API: configuration, serialization, partitioning, error handling - Consumer API: configuration, offset management, consumer groups, rebalancing |
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:
Which configuration determines how many bytes of data are collected before sending messages to the Kafka broker?
- A. buffer.memory
- B. max.block.size
- C. send.buffer.bytes
- D. batch.size
Correct Answer: D 🗳️
Explanation: Only visible for Exam4Docs members. You can sign-up / login (it's free).
You create a topic named loT-Data with 10 partitions and replication factor of three.
A producer sends 1 MB messages compressed with Gzip.
Which two statements are true in this scenario?
(Select two.)
- A. All compressed messages will be stored in the same topic partition.
- B. Compression type will be stored in batch attributes.
- C. By default, compression is the producer's responsibility.
- D. The message is already compressed so it will not be serialized.
Correct Answer: B,C 🗳️
Explanation: Only visible for Exam4Docs members. You can sign-up / login (it's free).
(You are implementing a Kafka Streams application to process financial transactions.
Each transaction must be processed exactly once to ensure accuracy.
The application reads from an input topic, performs computations, and writes results to an output topic.
During testing, you notice duplicate entries in the output topic, which violates the exactly-once processing requirement.
You need to ensure exactly-once semantics (EOS) for this Kafka Streams application.
Which step should you take?)
- A. Enable compaction on the output topic to handle duplicates.
- B. Set processing.guarantee=exactly_once_v2 in the Kafka Streams configuration.
- C. Set enable.exactly_once=true in the Kafka Streams configuration.
- D. Set enable.idempotence=true in the internal producer configuration of the Kafka Streams application.
Correct Answer: B 🗳️
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Which configuration allows more time for the consumer poll to process records?
- A. fetch.max.wait.ms
- B. session.timeout.ms
- C. max.poll.interval.ms
- D. heartbeat.interval.ms
Correct Answer: C 🗳️
Explanation: Only visible for Exam4Docs members. You can sign-up / login (it's free).
(You are experiencing low throughput from a Java producer.
Kafka producer metrics show a low I/O thread ratio and low I/O thread wait ratio.
What is the most likely cause of the slow producer performance?)
- A. Compression is enabled.
- B. The producer is sending large batches of messages.
- C. The producer code has an expensive callback function.
- D. There is a bad data link layer (Layer 2) connection from the producer to the cluster.
Correct Answer: C 🗳️
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