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Confluent CCDAK Exam Syllabus Topics:

Section	Objectives
Kafka Streams and Processing	- Event processing patterns 1. Exactly-once semantics 2. Windowing and aggregation - Kafka Streams API 1. Stream processing fundamentals 2. Stateful vs stateless processing
Kafka Fundamentals	- Data flow in Kafka 1. Offset management 2. Producer and consumer model - Kafka architecture and core concepts 1. Replication and fault tolerance 2. Brokers, topics, partitions
Kafka Ecosystem and Confluent Platform	- Schema Registry 1. Avro, Protobuf, JSON Schema usage - ksqlDB and connectors 1. Stream querying concepts 2. Kafka Connect basics
Kafka Producers and Consumers	- Producer API 1. Reliability and acknowledgments 2. Serialization and partitioning strategies - Consumer API 1. Consumer groups 2. Rebalancing and offset commits

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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q62-Q67):

NEW QUESTION # 62
Once sent to a topic, a message can be modified

A. Yes
B. No

Answer: B

Explanation:
Kafka logs are append-only and the data is immutable

NEW QUESTION # 63
You need to configure a sink connector to write records that fail into a dead letter queue topic.
Requirements:
* Topic name: DLQ-Topic
* Headers containing error context must be added to the messagesWhich three configuration parameters are necessary?(Select three.)

A. errors.tolerance=all
B. errors.log.include.messages=true
C. errors.tolerance=none
D. errors.deadletterqueue.context.headers.enable=true
E. errors.deadletterqueue.topic.name=DLQ-Topic
F. errors.log.enable=true

Answer: A,D,E

Explanation:
To send failed records to adead letter queue (DLQ), you must configure:
* errors.tolerance=all: Tells the connector tonot failon errors but handle them (e.g., send to DLQ).
* errors.deadletterqueue.topic.name=DLQ-Topic: Specifies the DLQ topic.
* errors.deadletterqueue.context.headers.enable=true: Includes error context in message headers.
FromKafka Connect Error Handling Docs:
"Kafka Connect supports directing problematic records to a separate topic (DLQ) using errors.* configs.
Headers can include failure metadata."
Options D, E, F are related tologging, not DLQ behavior.
Reference:Kafka Connect Configurations > Error Handling

NEW QUESTION # 64
Which message delivery semantic is guaranteed by Kafka Connect?

A. Exactly once
B. At most once
C. At least once

Answer: C

NEW QUESTION # 65
A kafka topic has a replication factor of 3 and min.insync.replicas setting of 2. How many brokers can go down before a producer with acks=all can't produce?

A. 0
B. 1
C. 2
D. 3

Answer: A

Explanation:
acks=all and min.insync.replicas=2 means we must have at least 2 brokers up for the partition to be available

NEW QUESTION # 66
The exactly once guarantee in the Kafka Streams is for which flow of data?

A. Kafka => External
B. External => Kafka
C. Kafka => Kafka

Answer: C

Explanation:
Kafka Streams can only guarantee exactly once processing if you have a Kafka to Kafka topology.

NEW QUESTION # 67
......

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