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Confluent CCDAK (Confluent Certified Developer for Apache Kafka Certification Examination) is a certification exam designed to test the skills and knowledge of developers who work with Apache Kafka. CCDAK exam is based on a set of industry-standard best practices and is designed to validate the skills of developers who work with Kafka. CCDAK Exam is designed to be challenging, but fair, and is intended to provide a reliable measure of a developer's ability to work with Kafka.

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Confluent Certified Developer for Apache Kafka (CCDAK) Certification Examination is an industry-recognized certification that enables professionals to demonstrate their understanding of Apache Kafka and its ecosystem. CCDAK examination is developed and administered by Confluent, a leading provider of Apache Kafka-based solutions. The CCDAK Certification is designed for developers who work with Apache Kafka and want to validate their skills and knowledge of the platform.

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q45-Q50):

NEW QUESTION # 45
(You are developing a Kafka Streams application with a complex topology that has multiple sources, processors, sinks, and sub-topologies.
You are working in a development environment and do not have access to a real Kafka cluster or topics.
You need to perform unit testing on your Kafka Streams application.
Which should you use?)

Answer: C

Explanation:
The official Apache Kafka Streams developer documentation clearly states that TopologyTestDriver is the recommended and supported tool for unit testing Kafka Streams applications without requiring a running Kafka cluster. It is specifically designed to test complex topologies consisting of multiple sources, processors, state stores, sinks, and even sub-topologies.
TopologyTestDriver allows developers to instantiate the Kafka Streams topology directly in memory and feed test records into input topics while reading results from output topics. This makes it ideal for fast, deterministic, and isolated unit tests. As documented, it supports testing stateful and stateless operations, windowed aggregations, joins, and exactly-once behavior at the topology level.
Option A is incorrect because TestProducer and TestConsumer are not official Kafka Streams testing utilities.
Option B is invalid because KafkaUnitTestDriver does not exist in Apache Kafka. Option D (MockProducer and MockConsumer) belongs to the Kafka Clients API and is suitable for producer/consumer testing, but it does not support Kafka Streams topologies or state stores.
Therefore, TopologyTestDriver is the only fully supported and officially documented solution for unit testing Kafka Streams applications without a real Kafka cluster.


NEW QUESTION # 46
There are two consumers C1 and C2 belonging to the same group G subscribed to topics T1 and T2. Each of the topics has 3 partitions. How will the partitions be assigned to consumers with Partition Assigner being Round Robin Assigner?

Answer: D

Explanation:
The correct option is the only one where the two consumers share an equal number of partitions amongst the two topics of three partitions. An interesting article to read ishttps://medium.com/@anyili0928/what-i-have-learned-from-kafka-partition-assignment-strategy-799fdf15d3ab


NEW QUESTION # 47
You are building a system for a retail store to sell products to customers Which dataset should be modeled as a GlobatKTable? (Choose 3.)

Answer: A,C,D


NEW QUESTION # 48
When running a ksqlDB for connectors, what does the IF NOT EXISTS clause do?

Answer: A


NEW QUESTION # 49
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=1 can't produce?

Answer: A

Explanation:
min.insync.replicas does not impact producers when acks=1 (only when acks=all)


NEW QUESTION # 50
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