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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q31-Q36):

NEW QUESTION # 31
To continuously export data from Kafka into a target database, I should use

Answer: A

Explanation:
Kafka Connect Sink is used to export data from Kafka to external databases and Kafka Connect Source is used to import from external databases into Kafka.


NEW QUESTION # 32
How will you read all the messages from a topic in your KSQL query?

Answer: C

Explanation:
Consumers can set auto.offset.reset property to earliest to start consuming from beginning. For KSQL, SET
'auto.offset.reset'='earliest';


NEW QUESTION # 33
(You are building real-time streaming applications using Kafka Streams.
Your application has a custom transformation.
You need to define custom processors in Kafka Streams.
Which tool should you use?)

Answer: D

Explanation:
The Apache Kafka Streams documentation clearly distinguishes between the Kafka Streams DSL and the Processor API. While the DSL is designed for common stream processing operations such as filtering, mapping, joining, and aggregations, it does not support fully custom processing logic.
For use cases that require custom transformations, fine-grained control over record processing, access to headers, timestamps, state stores, and punctuation, Kafka Streams provides the Processor API. This API allows developers to implement custom Processor, Transformer, or ValueTransformer classes and explicitly define the processing topology.
Option A (TopologyTestDriver) is a testing utility, not a development API. Option C (DSL) is higher-level and not suitable for advanced custom logic. Option D does not exist in Kafka.
Therefore, the correct and officially supported approach for defining custom processors in Kafka Streams is to use the Processor API.


NEW QUESTION # 34
In Avro, removing or adding a field that has a default is a __ schema evolution

Answer: B

Explanation:
Clients with new schema will be able to read records saved with old schema and clients with old schema will be able to read records saved with new schema.


NEW QUESTION # 35
Your Kafka cluster has five brokers. The topic t1 on the cluster has two partitions, and it has replication.factor
= 4, min.insync.replicas = 3.
You want to have strong durability guarantees for messages written to topic t1.
If you configure a producer 'acks=all', how many brokers need to acknowledge a message before it is considered committed?

Answer: B


NEW QUESTION # 36
......

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