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Updated Jul-2025 Pass CCAAK Exam – Real Practice Test Questions

Confluent CCAAK Exam Syllabus Topics:

Topic Details
Topic 1
  • Apache Kafka® Fundamentals: This section of the exam measures skills of a Kafka Administrator and covers core concepts such as Kafka architecture, components, and data flow. It assesses the candidate’s understanding of topics like topics and partitions, brokers, producers, consumers, and message retention.
Topic 2
  • Kafka Connect: This section of the exam measures skills of a Site Reliability Engineer and addresses the use and management of Kafka Connect for data integration. It includes setting up connectors, managing configurations, and ensuring efficient movement of data between Kafka and external systems.
Topic 3
  • Observability: This section of the exam measures skills of a Site Reliability Engineer and focuses on monitoring Kafka clusters. It assesses knowledge of metrics, logging, and alerting tools, including how to use them to maintain cluster health and performance visibility.

 

NO.18 Per customer business requirements, a system’s high availability is more important than message reliability.
Which of the following should be set?

 
 
 
 

NO.19 What is the primary purpose of Kafka quotas?

 
 
 
 

NO.20 Which valid security protocols are included for broker listeners? (Choose three.)

 
 
 
 
 

NO.21 A Kafka administrator notices that their consumers of Topic X are starting to fall behind. The administrator sees that Topic X has four partitions, and the consumer group has two consumers.
Which change can increase the performance of the Consumer Group?

 
 
 
 

NO.22 The Consumer property ‘auto offset reset’ determines what to do if there is no valid offset for a Consumer Group.
Which scenario is an example of a valid offset and therefore the ‘auto.offset.reset’ does NOT apply?

 
 
 
 

NO.23 You want to increase Producer throughput for the messages it sends to your Kafka cluster by tuning the batch size (‘batch size’) and the time the Producer waits before sending a batch (‘linger.ms’).
According to best practices, what should you do?

 
 
 
 

NO.24 By default, what do Kafka broker network connections have?

 
 
 
 

NO.25 What does Kafka replication factor provide? (Choose two.)

 
 
 
 

NO.26 Why does Kafka use ZooKeeper? (Choose two.)

 
 
 
 

NO.27 A broker in the Kafka cluster is currently acting as the Controller.
Which statement is correct?

 
 
 
 

NO.28 How can load balancing of Kafka clients across multiple brokers be accomplished?

 
 
 
 

NO.29 You have a cluster with a topic t1 that already has uncompressed messages. A new Producer starts sending messages to t1 with compression enabled.
Which condition would allow this?

 
 
 
 

NO.30 Kafka Connect is running on a two node cluster in distributed mode. The connector is a source connector that pulls data from Postgres tables (users/payment/orders), writes to topics with two partitions, and with replication factor two. The development team notices that the data is lagging behind.
What should be done to reduce the data lag*?
The Connector definition is listed below:
{
“name”: “confluent-postgresql-source”,
“connector class”: “PostgresSource”,
“topic.prefix”: “postgresql_”,
& nbsp;& nbsp;& nbsp;…
“db.name”: “postgres”,
“table.whitelist”: “users.payment.orders”,
“timestamp.column.name”: “created_at”,
“output.data format”: “JSON”,
“db.timezone”: “UTC”,
“tasks.max”: “1”
}

 
 
 
 

NO.31 You are using Confluent Schema Registry to provide a RESTful interface for storing and retrieving schemas.
Which types of schemas are supported? (Choose three.)

 
 
 
 
 

NO.32 Which model does Kafka use for consumers?

 
 
 
 

NO.33 A Kafka cluster with three brokers has a topic with 10 partitions and a replication factor set to three. Each partition stores 25 GB data per day and data retention is set to 24 hours.
How much storage will be consumed by the topic on each broker?

 
 
 
 

NO.34 Which use cases would benefit most from continuous event stream processing? (Choose three.)

 
 
 
 
 

NO.35 What are benefits to gracefully shutting down brokers? (Choose two.)

 
 
 
 

NO.36 Which option is a valid Kafka Topic cleanup policy? (Choose two.)

 
 
 
 

NO.37 If a broker’s JVM garbage collection takes too long, what can occur?

 
 
 
 

NO.38 Which technology can be used to perform event stream processing? (Choose two.)

 
 
 
 

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