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The CCDAK exam covers a wide range of topics, including Kafka architecture and components, data modeling and serialization, producer and consumer APIs, Kafka Connect, Kafka Streams, and security. CCDAK exam consists of 60 multiple-choice questions and must be completed within two hours. Candidates who pass the exam will receive a Confluent Certified Developer for Apache Kafka certificate, which is valid for two years. The CCDAK Certification is a rigorous exam that requires a deep understanding of Kafka's architecture and APIs, and passing it is a significant achievement for any developer.
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The CCDAK certification is recognized as one of the most sought-after qualifications in the field of big data and analytics. It is ideal for developers who want to demonstrate their expertise in building real-time, scalable, and fault-tolerant data pipelines using Kafka. Confluent Certified Developer for Apache Kafka Certification Examination certification validates the candidate's knowledge of Kafka's core concepts and best practices, making them stand out in a competitive job market. CCDAK Exam is an excellent opportunity for developers to showcase their skills and advance their careers in the exciting field of data engineering.
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q44-Q49):
NEW QUESTION # 44
What is the difference between exactly once semantics (EOS) and idempotence?
- A. Idempotence sends an update multiple times and only keeps the latest update EOS requests get sent multiple times, but only the first request is accepted.
- B. Idempotence Is any function that can be executed several times without changing the final result beyond its first iteration. EOS sends an update once and only one time.
- C. Idempotence sends updates multiple times and stores the first value. EOS sends updates multiple times and stores the latest value.
- D. Idempotence sends an update once and only one item. EOS is any function that can be executed several times without changing the final result beyond its first iteration
Answer: B
NEW QUESTION # 45
You have an existing topic t1 with four partitions.
Which statement is correct about changing the number of partitions for this topic?
- A. You may increase the partition count and Kafka will ensure the message ordering remains the same.
- B. You may decrease the partition count if you change the partitioning algorithm.
- C. You may increase the partition count and Kafka will leave the existing data on the original partitions.
- D. You may decrease the partition count if you increase the replication count.
Answer: C
NEW QUESTION # 46
A topic has three replicas and you set min.insync.replicas to 2. If two out of three replicas are not available, what happens when a produce request with acks=all is sent to broker?
- A. Produce request will block till one of the two unavailable partition is available again.
- B. Produce request is honored with single in-sync replica
- C. NotEnoughReplicasException will be returned
Answer: C
Explanation:
With this configuration, a single in-sync replica becomes read-only. Produce request will receive NotEnoughReplicasException.
NEW QUESTION # 47
Partition leader election is done by
- A. The Kafka Broker that is the Controller
- B. Vote amongst the brokers
- C. The consumers
- D. Zookeeper
Answer: D
Explanation:
The Controller is a broker that is responsible for electing partition leaders
NEW QUESTION # 48
You are working on a Kafka cluster with three nodes. You create a topic named orders with:
* replication.factor = 3
* min.insync.replicas = 2
* acks = allWhat exception will be generated if two brokers are down due to network delay?
- A. NotCoordinatorException
- B. NotLeaderForPartitionException
- C. NetworkException
- D. NotEnoughReplicasException
Answer: D
Explanation:
With acks=all and min.insync.replicas=2, Kafka requiresat least two in-sync replicasto acknowledge a write.
If onlyone broker is alive, the condition fails, andNotEnoughReplicasExceptionis thrown by the producer.
FromKafka Producer Exception Docs:
"NotEnoughReplicasException is thrown when the number of in-sync replicas is insufficient to satisfy acks=all with min.insync.replicas."
* NetworkException is generic and not raised here.
* NotCoordinatorException is related to consumer group coordination.
* NotLeaderForPartitionException is unrelated unless accessing an unassigned leader.
Reference:Kafka Producer Error Handling
NEW QUESTION # 49
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