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Confluent CCDAK Certification validates a candidate's ability to build and manage Kafka-based systems by providing comprehensive knowledge, practical experience, and demonstrated skills required to design, develop, and test Kafka applications. Confluent Certified Developer for Apache Kafka Certification Examination certification exam acknowledges expertise in how to configure, deploy, and manage Kafka ecosystem components, including producer and consumer APIs, Kafka Connect, Kafka Streams, Avro, and schema management.
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q28-Q33):
NEW QUESTION # 28
Which two statements about Kafka Connect Single Message Transforms (SMTs) are correct?
(Select two.)
- A. Multiple SMTs can be chained together and act on source or sink messages.
- 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. SMT functionality is included within Kafka Connect converters.
Answer: A,C
Explanation:
SMTs (Single Message Transforms) are lightweight transformations applied to individual messages as they pass through Kafka Connect.
Chaining SMTs: You can apply multiple SMTs in sequence by defining them in order in the connector config.
Masking or modifying fields is a common use case (e.g., redacting sensitive data).
From Kafka Connect Documentation:
"Single Message Transforms (SMTs) are applied to individual messages. You can chain multiple SMTs together." SMTs do not perform joins (B is incorrect).
Converters and SMTs are separate concerns (D is incorrect).
Reference: Kafka Connect Transformations Guide
NEW QUESTION # 29
We want the average of all events in every five-minute window updated every minute. What kind of Kafka Streams window will be required on the stream?
- A. Sliding window
- B. Session window
- C. Hopping window
- D. Tumbling window
Answer: C
Explanation:
A hopping window is defined by two propertiesthe window's size and its advance interval (aka "hop"), e.g., a hopping window with a size 5 minutes and an advance interval of 1 minute.
NEW QUESTION # 30
You need to consume messages from Kafka using the command-line interface (CLI).
Which command should you use?
- A. kafka-console-consumer
- B. kafka-get-messages
- C. kafka-consumer
- D. kafka-consume
Answer: A
Explanation:
The official CLI utility for consuming messages from Kafka topics is kafka-console-consumer.sh. It connects to the broker, consumes messages, and prints them to standard output.
FromKafka CLI Tools Documentation:
"kafka-console-consumer.sh is used to read data from a Kafka topic and write it to standard output." The other options are not valid Kafka CLI tools.
Reference:Apache Kafka Documentation > kafka-console-consumer.sh
NEW QUESTION # 31
What does producing data to a topic with a message key allow?
- A. Producers to add extra metadata with the message
- B. Messages to have a strategy for partition assignment
- C. Messages to be secured with encryption
- D. Consumers to subscribe to a message with a specific key
Answer: B
NEW QUESTION # 32
The producer code below features a Callback class with a method called onCompletion().
In the onCompletion() method, when the request is completed successfully, what does the value metadata.offset() represent?
- A. The number of bytes that overflowed beyond a producer batch of messages
- B. The sequential ID of the message committed into a partition
- C. The ID of the partition to which the message was committed
- D. Its position in the producer's batch of messages
Answer: B
Explanation:
The offset in the RecordMetadata object returned by the producerrepresents the position of the record in the partition- i.e., thesequential IDassigned by Kafka once the message is committed.
FromKafka Producer API Documentation:
"The offset is the position of the record in the partition. This is a unique, sequential number assigned by the broker."
* D refers to metadata.partition(), not offset().
* B and C are unrelated to how Kafka handles committed offsets.
Reference:Kafka Producer Java API > RecordMetadata
NEW QUESTION # 33
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