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Confluent CCAAK Exam Questions

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Confluent Certified Administrator for Apache Kafka

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Confluent CCAAK Practice Test Questions ( Updated) – Real Exam Questions & Dumps PDF

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Confluent CCAAK Sample Questions – Free Practice Test & Real Exam Prep

Question #1

What does Kafka replication factor provide? (Choose two.) 

  • A. Performance 
  • B. Durability 
  • C. Availability 
  • D. Security
Answer: B, C 
Explanation:  
Replication ensures that multiple copies of data exist across different brokers, so data is not lost if 
one broker fails. 
With multiple replicas, Kafka can continue to serve data even if the leader or one replica fails, 
maintaining service availability.
Question #2

What is the primary purpose of Kafka quotas? 

  • A. Throttle clients to prevent them from monopolizing Broker resources. 
  • B. Guarantee faster response times for some clients. 
  • C. Limit the number of clients that can connect to the Kafka cluster. 
  • D. Limit the total number of Partitions in the Kafka cluster 
Answer: A 
Explanation:  
Kafka quotas are used to limit the throughput (bytes/sec) of producers and consumers to ensure fair 
resource usage and prevent any single client from overwhelming the brokers.
Question #3

Which tool is used for scalably and reliably streaming data between Kafka and other data systems? 

  • A. Kafka Connect 
  • B. Kafka Streams 
  • C. Kafka Schema Registry 
  • D. Kafka REST Proxy 
Answer: A 
Explanation:  
Kafka Connect is the tool designed for scalable and reliable integration between Kafka and external 
data systems (e.g., databases, cloud storage, key-value stores). It supports source connectors (to pull 
data into Kafka) and sink connectors (to push data from Kafka).
Question #4

Which property in broker configuration specifies that a broker belongs to a particular rack? Which property in broker configuration specifies that a broker belongs to a particular rack? 

  • A. client.rack 
  • B. broker.rack 
  • C. zookeeper.rack 
  • D. kafka.rack 
Answer: B 
Explanation:  
The broker.rack property is used in a Kafka brokers configuration to specify the rack or availability 
zone the broker belongs to. This is important for rack-aware replica placement, allowing Kafka to 
distribute replicas across different racks for fault tolerance.
Question #5

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" }

  • A. Increase the number of Connect Nodes. 
  • B. Increase the number of Connect Tasks (tasks max value). 
  • C. Increase the number of partitions. 
  • D. Increase the replication factor and increase the number of Connect Tasks. 
Answer: B 
Explanation:  
The connector is currently configured with "tasks.max": "1", which means only one task is handling 
all tables (users, payment, orders). This can create a bottleneck and lead to lag. Increasing tasks.max 
allows Kafka Connect to parallelize work across multiple tasks, which can pull data from different 
tables concurrently and reduce lag.
Question #6

A company has an existing Kafka cluster running without SSL/TLS enabled. The customer wants to enable SSL on brokers to secure data in transit, but they would like to give applications connecting to this cluster some time to migrate to using SSL connection instead of putting a hard stop. Which solution will meet the customer's requirements?

  • A. Enable SSL on the current Listener, and do not enable mTLS. 
  • B. Modify the advertised listeners setting on brokers to use SSL. 
  • C. Create a new listener with SSL enabled. 
  • D. Enable SSL on the current listener, and do not implement SSL on application side. 
Answer: C 
Explanation:  
Kafka supports multiple listeners, allowing you to run PLAINTEXT and SSL simultaneously. By creating 
a new SSL-enabled listener (e.g., on a different port), existing applications can continue using 
PLAINTEXT while gradually migrating to the SSL listener. This approach avoids downtime and gives 
clients time to adapt without enforcing a hard cutover.
Question #7

What is the atomic unit of data in Kafka? 

  • A. Partition 
  • B. Message 
  • C. Topic 
  • D. Offset 
Answer: B 
Explanation:  
The message (also called a record) is the atomic unit of data in Kafka. It consists of a key, value, and 
optional headers and metadata. Messages are written to partitions and read by consumers.
Question #8

You have a Kafka cluster with topics t1 and t2. In the output below, topic t2 shows Partition 1 with a leader œ-1 . What is the most likely reason for this?... $ kafka-topics --zookeeper localhost:2181 --describe --topic t1 Topic:t1 PartitionCount 1 ReplicationFactor 1 Configs: Topic: t1 Partition: 0 Leader: 0 Replicas: 0 Isr: 0 $ kafka-topics --zookeeper localhost:2181 --describe --topic t2 Topic:t2 PartitionCount 2 ReplicationFactor 1 Configs: Topic: t2 Partition: 0 Leader: 0 Replicas: 0 Isr: 0 Topic: t2 Partition: 1 Leader: -1 Replicas: 1 Isr:

  • A. Broker 1 failed. 
  • B. Leader shows œ-1  while the log cleaner thread runs on Broker 1. 
  • C. Compression has been enabled on Broker 1. 
  • D. Broker 1 has another partition clashing with the same name. 
Answer: A
Explanation:  
A Leader of -1 indicates that no broker is currently the leader for that partition. This usually happens 
when the only replica for that partition is unavailable, often due to the associated broker (in this case, Broker 1) failing or being offline. Kafka cannot elect a leader if no replica is in the in-sync replica 
(ISR) list, which leads to leader = -1.
Question #9

How can authentication for both internal component traffic and external client traffic be accomplished? 

  • A. Configure multiple brokers. 
  • B. Configure multiple listeners on the broker. 
  • C. Configure multiple security protocols on the same listener. 
  • D. Configure LoadBalancer. 
Answer: B 
Explanation:  
Kafka supports multiple listeners, each with its own port, hostname, and security protocol. This 
allows you to: 
â—  Use one listener for internal communication (e.g., brokers, ZooKeeper, Connect, etc.) with one 
type of authentication (e.g., PLAINTEXT or SASL). 
â—  Use a separate listener for external clients (e.g., producers and consumers) with a different 
protocol (e.g., SSL or SASL_SSL).
Question #10

You are managing a cluster with a large number of topics, and each topic has a lot of partitions. A team wants to significantly increase the number of partitions for some topics. Which parameters should you check before increasing the partitions? 

  • A. Check the producer batch size and buffer size. 
  • B. Check if compression is being used. 
  • C. Check the max open file count on brokers. 
  • D. Check if acks=all is beina used. 
Answer: C 
Explanation:  
Each Kafka partition maps to multiple log segment files, and each segment results in open file 
descriptors on the broker. When the number of partitions increases significantly, it can exceed the 
OS-level limit for open files per broker process, leading to failures or degraded performance. 
Therefore, it is essential to check and possibly increase the ulimit -n (max open files) setting on the 
broker machines.
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