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Exam Code: CCDAK
Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
Updated: Jul 02, 2026
Q & A: 92 Questions and Answers
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1. Which two statements about Kafka Connect Single Message Transforms (SMTs) are correct?
(Select two.)
A) Masking data is a good example of an SMT.
B) SMT functionality is included within Kafka Connect converters.
C) SMTs are often used to join multiple records from a source data system into a single Kafka record.
D) Multiple SMTs can be chained together and act on source or sink messages.
2. You have a Kafka client application that has real-time processing requirements.
Which Kafka metric should you monitor?
A) Consumer heartbeat rate to group coordinator
B) Total time to serve requests to replica followers
C) Consumer lag between brokers and consumers
D) Aggregate incoming byte rate
3. (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) Horizontal Scaling
B) Scaling Out
C) Vertical Scaling
D) Plain Scaling
4. You need to set alerts on key broker metrics to trigger notifications when the cluster is unhealthy.
Which are three minimum broker metrics to monitor?
(Select three.)
A) kafka.controller:type=KafkaController,name=LastCommittedRecordOffset
B) kafka.controller:type=KafkaController,name=TopicsToDeleteCount
C) kafka.controller:type=ControllerStats,name=UncleanLeaderElectionsPerSec
D) kafka.controller:type=KafkaController,name=ActiveControllerCount
E) kafka.controller:type=KafkaController,name=OfflinePartitionsCount
5. (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) 318
C) 0
D) 589
Solutions:
| Question # 1 Answer: A,D | Question # 2 Answer: C | Question # 3 Answer: C | Question # 4 Answer: C,D,E | Question # 5 Answer: D |
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