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[General] Pass Guaranteed 2026 Confluent CCAAK Perfect Valid Exam Experience

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【General】 Pass Guaranteed 2026 Confluent CCAAK Perfect Valid Exam Experience

Posted at yesterday 11:14      View：8 | Replies：1        Print      Only Author   [Copy Link] 1#
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Confluent Certified Administrator for Apache Kafka Sample Questions (Q24-Q29):NEW QUESTION # 24
Kafka broker supports which Simple Authentication and Security Layer (SASL) mechanisms for authentication? (Choose three.)
  • A. SASL/PLAIN
  • B. SASL/SAML20
  • C. SASL/OTP
  • D. SASL/GSSAPI (Kerberos)
  • E. SASL/OAUTHBEARER
Answer: A,D,E
Explanation:
SASL/PLAIN - A simple username/password mechanism supported by Kafka.
SASL/GSSAPI (Kerberos) - Kafka supports Kerberos authentication through the GSSAPI mechanism.
SASL/OAUTHBEARER - Kafka supports OAUTHBEARER for token-based authentication.

NEW QUESTION # 25
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?
  • A. Decrease the consumer acknowledgment property to increase throughput.
  • B. Increase the number of consumers in the consumer group.
  • C. Increase the partitions in Topic X.
  • D. Create a new consumer group for Topic X containing two (2) consumers.
Answer: B
Explanation:
With 4 partitions and only 2 consumers, some consumers are handling multiple partitions, which may cause lag if processing is slow. By increasing the number of consumers in the group (up to 4), Kafka can assign one partition per consumer, improving parallelism and throughput.

NEW QUESTION # 26
Which tool is used for scalably and reliably streaming data between Kafka and other data systems?
  • A. Kafka Connect
  • B. Kafka Schema Registry
  • C. Kafka REST Proxy
  • D. Kafka Streams
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).

NEW QUESTION # 27
A developer is working for a company with internal best practices that dictate that there is no single point of failure for all data stored.
What is the best approach to make sure the developer is complying with this best practice when creating Kafka topics?
  • A. Set 'min.insync.replicas' to 1.
  • B. Use the parameter --partitions=3 when creating the topic.
  • C. Make sure the topics are created with linger.ms=0 so data is written immediately and not held in batch.
  • D. Set the topic replication factor to 3.
Answer: D
Explanation:
Replication factor determines how many copies of each partition exist across different brokers. A replication factor of 3 ensures that even if one or two brokers fail, the data is still available, thus eliminating a single point of failure.

NEW QUESTION # 28
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 # 29
......
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Posted at yesterday 17:29        Only Author  2#
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Posted at 6 hour before        Only Author  3#
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