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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q58-Q63):

NEW QUESTION # 58
(You deploy a Kafka Streams application with five application instances.
Kafka Streams stores application metadata using internal topics.
Auto-topic creation is disabled in the Kafka cluster.
Which statement about this scenario is true?)

A. The application will terminate with a non-retriable exception.
B. The application will work, but application metadata will not be stored.
C. The application will continue to work and internal topics will be created, even if auto-topic creation is disabled.
D. The application will be on hold until internal topics are created manually.

Answer: A

Explanation:
According to the official Apache Kafka Streams documentation, Kafka Streams relies on internal topics (such as changelog topics and repartition topics) to store state, task assignments, and application metadata. These topics are essential for fault tolerance, rebalancing, and state recovery.
When auto-topic creation is disabled, Kafka Streams cannot automatically create the required internal topics unless they already exist. In this situation, the Streams application will fail during startup with a fatal, non- retriable exception, indicating that the necessary internal topics could not be created.
Kafka Streams does not pause or wait for manual topic creation, nor does it operate without storing metadata.
Instead, it explicitly requires these topics to exist or be creatable. While administrators can manually pre- create the required internal topics with the correct configuration, failure to do so causes the application to terminate.
Therefore, the correct and documented behavior is that the Kafka Streams application terminates with a non- retriable exception when auto-topic creation is disabled and required internal topics are missing.

NEW QUESTION # 59
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. Multiple SMTs can be chained together and act on source or sink messages.
C. SMTs are often used to join multiple records from a source data system into a single Kafka record.
D. SMT functionality is included within Kafka Connect converters.

Answer: A,B

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 # 60
When using plain JSON data with Connect, you see the following error messageorg.apache.kafka.connect.errors.DataExceptionJsonDeserializer with schemas.enable requires "schema" and "payload" fields and may not contain additional fields. How will you fix the error?

A. Set key.converter.schemas.enable and value.converter.schemas.enable to false
B. Set key.converter, value.converter to AvroConverter and the schema registry url
C. Use Single Message Transforms to add schema and payload fields in the message
D. Set key.converter, value.converter to JsonConverter and the schema registry url

Answer: A

Explanation:
You will need to set the schemas.enable parameters for the converter to false for plain text with no schema.

NEW QUESTION # 61
What is the protocol used by Kafka clients to securely connect to the Confluent REST Proxy?

A. Kerberos
B. HTTPS (SSL/TLS)
C. SASL
D. HTTP

Answer: B

Explanation:
TLS - but it is still called SSL.

NEW QUESTION # 62
What is ISR in Apache Kafka?

A. "in-sync" retention
B. "in-sync" replicas
C. "in-sync" resource
D. "in-sync" remote access

Answer: B

NEW QUESTION # 63
......

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