100% Pass Quiz 2026 Confluent CCDAK Authoritative Valid Exam Dumps
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To prepare for the CCDAK certification examination, candidates must have a solid understanding of Kafka's architecture, design principles, and implementation details. They must also have experience working with Kafka in a production environment. Confluent offers a range of training courses and resources that can help candidates prepare for the exam. These courses cover topics such as Kafka architecture, Kafka Streams, Kafka Connect, and Kafka security.
To prepare for the CCDAK Certification Exam, Confluent offers a range of training courses and resources, including instructor-led training, online courses, and practice exams. These resources can help developers to gain the knowledge and skills necessary to pass the exam and earn their CCDAK certification. Overall, the CCDAK certification exam is a valuable tool for Kafka developers looking to validate their skills and demonstrate their expertise in the field.
100% Pass 2026 Confluent High Hit-Rate CCDAK: Confluent Certified Developer for Apache Kafka Certification Examination Valid Exam Dumps
The Confluent Certified Developer for Apache Kafka Certification Examination (CCDAK) questions are being offered in three easy-to-use and different formats. These formats are Confluent Dumps PDF, desktop-based Confluent CCDAK practice test software, and web-based CCDAK practice exam. All these three CCDAK Exam Dumps formats contain real, valid, and updated CCDAK exam questions that surely repeat in the upcoming CCDAK exam and you can easily pass the Confluent CCDAK exam on the first attempt.
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q69-Q74):
NEW QUESTION # 69
You are receiving orders from different customer in an "orders" topic with multiple partitions. Each message has the customer name as the key. There is a special customer named ABC that generates a lot of orders and you would like to reserve a partition exclusively for ABC. The rest of the message should be distributed among other partitions. How can this be achieved?
- A. Create a custom partitioner
- B. All messages with the same key will go the same partition, but the same partition may have messages with different keys. It is not possible to reserve
- C. Define a Kafka Broker routing rule
- D. Add metadata to the producer record
Answer: A
Explanation:
A Custom Partitioner allows you to easily customise how the partition number gets computed from a source message.
NEW QUESTION # 70
(You are experiencing low throughput from a Java producer.
Kafka producer metrics show a low I/O thread ratio and low I/O thread wait ratio.
What is the most likely cause of the slow producer performance?)
- A. Compression is enabled.
- B. There is a bad data link layer (Layer 2) connection from the producer to the cluster.
- C. The producer code has an expensive callback function.
- D. The producer is sending large batches of messages.
Answer: C
Explanation:
According to the official Apache Kafka producer metrics documentation, the I/O thread ratio and I/O thread wait ratio indicate how busy the producer's network I/O thread is and how much time it spends waiting. When both metrics are low, it means the I/O thread is underutilized and not blocked on network operations.
This strongly suggests that the bottleneck is not network-related. If there were network latency or a bad data link (Option B), the I/O thread wait ratio would be high. Similarly, large batches (Option A) or compression (Option D) generally increase throughput and would result in higher I/O utilization.
An expensive or blocking callback function (for example, heavy logic in onCompletion()) executes in the producer's sender thread context. Kafka documentation explicitly warns that slow callbacks can throttle producer throughput because they delay the processing of acknowledgements and subsequent sends.
Therefore, the most likely and documented cause of low producer throughput with low I/O utilization is expensive callback logic in the producer code.
NEW QUESTION # 71
Where are the dynamic configurations for a topic stored?
- A. In Zookeeper
- B. On the Kafka broker file system
- C. In an internal Kafka topic __topic_configuratins
- D. In server.properties
Answer: A
Explanation:
Dynamic topic configurations are maintained in Zookeeper.
NEW QUESTION # 72
What is the disadvantage of request/response communication?
- A. Scalability
- B. Coupling
- C. Cost
- D. Reliability
Answer: B
Explanation:
Point-to-point (request-response) style will couple client to the server.
NEW QUESTION # 73
There are 3 brokers in the cluster. You want to create a topic with a single partition that is resilient to one broker failure and one broker maintenance. What is the replication factor will you specify while creating the topic?
- A. 0
- B. 1
- C. 2
- D. 3
Answer: D
Explanation:
1 is not possible as it doesn't provide resilience to failure, 2 is not enough as if we take a broker down for maintenance, we cannot tolerate a broker failure, and 6 is impossible as we only have 3 brokers (RF cannot be greater than the number of brokers). Here the correct answer is 3
NEW QUESTION # 74
......
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