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Confluent CCDAK (Confluent Certified Developer for Apache Kafka Certification Examination) Certification Exam is a globally recognized certification exam that tests the candidate's knowledge and proficiency in Apache Kafka development using Confluent platform. Confluent Certified Developer for Apache Kafka Certification Examination certification exam is designed to certify the developers who have a thorough understanding of Apache Kafka basics, Confluent platform, and building real-world applications using Kafka.

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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q106-Q111):

NEW QUESTION # 106
You want to send a message of size 3 MB to a topic with default message size configuration. How does KafkaProducer handle large messages?

A. KafkaProducer divides messages into sizes of max.request.size and sends them in order
B. MessageSizeTooLarge exception will be thrown, KafkaProducer retries until the number of retries are exhausted
C. MessageSizeTooLarge exception will be thrown, KafkaProducer will not retry and return exception immediately
D. KafkaProducer divides messages into sizes of message.max.bytes and sends them in order

Answer: C

Explanation:
MessageSizeTooLarge is not a retryable exception.

NEW QUESTION # 107
Which KSQL queries write to Kafka?

A. CREATE STREAM AS SELECT and CREATE TABLE AS SELECT
B. CREATE STREAM WITH <topic> and CREATE TABLE WITH <topic>
C. COUNT and JOIN
D. SHOW STREAMS and EXPLAIN <query> statements

Answer: A,B

Explanation:
SHOW STREAMS and EXPLAIN <query> statements run against the KSQL server that the KSQL client is connected to. They don't communicate directly with Kafka. CREATE STREAM WITH <topic> and CREATE TABLE WITH <topic> write metadata to the KSQL command topic. Persistent queries based on CREATE STREAM AS SELECT and CREATE TABLE AS SELECT read and write to Kafka topics. Non-persistent queries based on SELECT that are stateless only read from Kafka topics, for example SELECT * FROM foo WHERE. Non-persistent queries that are stateful read and write to Kafka, for example, COUNT and JOIN. The data in Kafka is deleted automatically when you terminate the query with CTRL-C.

NEW QUESTION # 108
Which SMTs is used to change the data type?

A. org.apache.kafka.connect.transforms.Cast
B. org.apache.kafka.connect.transforms.TimestampRouter
C. io.confluent.connect.transforms.TombstoneHandler
D. org.apache.kafka.connect.transforms.Flatten

Answer: A

NEW QUESTION # 109
Match the testing tool with the type of test it is typically used to perform.

Answer:

Explanation:

Explanation:
* Unit Testing# MockProducer
* Integration Testing# Testcontainers
* Performance Testing# Trogdor
* Mock Data Generation# Connect Datagen
* MockProducer: Simulates a Kafka producer in unit tests (no real broker interaction).
* Testcontainers: Spawns Kafka in Docker forreal environment testing.
* Trogdor: Kafka's built-inperformance load testingframework.
* Connect Datagen: Createssample source recordsfor test and demo purposes.
FromKafka Developer Tools Guide:
"Kafka developers commonly use MockProducer for unit tests, Testcontainers for integration, and Trogdor for performance tests." Reference:Kafka Testing and Tools Overview

NEW QUESTION # 110
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. Compression type will be stored in batch attributes.
B. All compressed messages will be stored in the same topic partition.
C. The message is already compressed so it will not be serialized.
D. By default, compression is the producer's responsibility.

Answer: A,D

Explanation:
* A:Kafka batches storecompression metadata in their headers, indicating how the batch was compressed.
* B:Compression is controlled via theproducer config compression.type, which defaults to none.
Producers explicitly set Gzip or other formats.
FromKafka Producer Docs:
"Compression is done by the producer, and the type is stored in the message batch metadata. The broker does not recompress."
* C is false: messages are serializedbeforecompression.
* D is false: messages without keys are distributed acrossmultiple partitions.
Reference:Kafka Producer Configs > compression.type

NEW QUESTION # 111
......

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