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Confluent CCAAK Exam Syllabus Topics:

Topic	Details
Topic 1	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.
Topic 2	Apache Kafka® Security: This section of the exam measures skills of a Site Reliability Engineer and focuses on securing Kafka environments. It includes authentication mechanisms such as TLS and SASL, authorization using ACLs, and encrypting data at rest and in transit to ensure secure communication and access control.
Topic 3	Troubleshooting: This section of the exam measures skills of a Kafka Administrator and includes diagnosing common issues in Kafka clusters. It covers problem areas such as performance bottlenecks, message delivery failures, replication issues, and consumer lag, along with techniques to resolve them effectively.
Topic 4	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 5	Deployment Architecture: This section of the exam measures skills of a Kafka Administrator and covers different Kafka deployment topologies. It evaluates understanding of high availability, disaster recovery, multi-data center replication, and the roles of Zookeeper or KRaft in the cluster architecture.

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Confluent Certified Administrator for Apache Kafka Sample Questions (Q47-Q52):

NEW QUESTION # 47
What is the correct permission check sequence for Kafka ACLs?
What is the correct permission check sequence for Kafka ACLs?

A. Deny ACL -> Deny -> Allow ACL -> Super Users
B. Super Users -> Deny ACL -> Allow ACL -> Deny
C. Super Users -> Allow ACL -> Deny ACL-> Deny
D. Allow ACL -> Deny ACL -> Super Users -> Deny

Answer: C

Explanation:
Kafka checks permissions in the following sequence:
1. Super Users: If the user is a super user (defined via super.users), access is granted immediately.
2. Allow ACL: If there is a matching Allow ACL, Kafka proceeds to the next step.
3. Deny ACL: If there is a matching Deny ACL, access is denied (even if an Allow exists).
4. Deny: If no matching ACLs are found, access is denied by default.
This order ensures that super users bypass ACLs, denials override allows, and default is deny.

NEW QUESTION # 48
Which statements are correct about partitions? (Choose two.)

A. A partition is comprised of one or more segments on a disk.
B. A partition in Kafka will be represented by a single segment on a disk.
C. A partition size is determined after the largest segment on a disk.
D. All partition segments reside in a single directory on a broker disk.

Answer: A,D

NEW QUESTION # 49
Your organization has a mission-critical Kafka cluster that must be highly available. A Disaster Recovery (DR) cluster has been set up using Replicator, and data is continuously being replicated from source cluster to the DR cluster. However, you notice that the message on offset 1002 on source cluster does not seem to match with offset 1002 on the destination DR cluster.
Which statement is correct?

A. The DR cluster is lagging behind updates; once the DR cluster catches up, the messages will match.
B. The message was updated on source cluster, but the update did not flow into destination DR cluster and errored.
C. The message on DR cluster got over-written accidently by another application.
D. The offsets for the messages on the source, destination cluster may not match.

Answer: D

Explanation:
When using Confluent Replicator (or MirrorMaker), offsets are not preserved between the source and destination Kafka clusters. Messages are replicated based on content, but they are assigned new offsets in the DR (destination) cluster. Therefore, offset 1002 on the source and offset 1002 on the DR cluster likely refer to different messages, which is expected behavior.

NEW QUESTION # 50
You are managing a Kafka cluster with five brokers (broker id '0', '1','2','3','4') and three ZooKeepers. There are 100 topics, five partitions for each topic, and replication factor three on the cluster. Broker id '0' is currently the Controller, and this broker suddenly fails.
Which statements are correct? (Choose three.)

A. The Controller is responsible for reassigning partitions to the consumers in a Consumer Group.
B. The broker id is used as the epoch number to prevent a split brain scenario.
C. The number of Controllers should always be equal to the number of brokers alive in the cluster.
D. The Controller uses the epoch number to prevent a split brain scenario.
E. Kafka uses ZooKeeper's ephemeral node feature to elect a controller.
F. The Controller is responsible for electing Leaders among the partitions and replicas.

Answer: D,E,F

Explanation:
Kafka relies on ZooKeeper's ephemeral nodes to detect if a broker (controller) goes down and to elect a new controller.
The controller manages partition leadership assignments and handles leader election when a broker fails.
The epoch number ensures coordination and avoids outdated controllers acting on stale data.

NEW QUESTION # 51
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 if compression is being used.
B. Check the producer batch size and buffer size.
C. Check if acks=all is beina used.
D. Check the max open file count on brokers.

Answer: D

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.

NEW QUESTION # 52
......

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