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The CCDAK certification exam is offered by Confluent, which is the company behind the popular open-source Apache Kafka project. CCDAK exam is designed to test developers' knowledge of Kafka concepts, including Kafka architecture, producers and consumers, message delivery semantics, and Kafka Streams. CCDAK exam is also designed to test developers' ability to build and manage Kafka clusters and write efficient Kafka applications.
Earning the CCDAK Certification is a great way to showcase your expertise in Kafka and gain recognition in the industry. Confluent Certified Developer for Apache Kafka Certification Examination certification is valid for two years, and to maintain it, you need to either retake the exam or earn a higher-level certification offered by Confluent.
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The CCDAK Certification Exam is ideal for developers who are looking to establish their expertise in Apache Kafka and differentiate themselves in a competitive job market. CCDAK exam is designed to evaluate the candidate's proficiency in developing and deploying Kafka-based applications that meet the business requirements of modern data-driven organizations. Successful candidates receive a Confluent Certified Developer for Apache Kafka certificate, which demonstrates their mastery of the essential skills needed to build scalable and reliable data streaming applications using Apache Kafka.
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q35-Q40):
NEW QUESTION # 35
A stream processing application is tracking the user activity of online shopping carts. The application tracks items added to the cart, items removed from the cart, and items ordered from the cart throughout the day for each user.
You need to capture the data to identify possible periods of user inactivity.
Which type of Kafka Streams window should you use?
- A. Hopping
- B. Tumbling
- C. Session
- D. Sliding
Answer: C
NEW QUESTION # 36
A consumer wants to read messages from a specific partition of a topic. How can this be achieved?
- A. Call subscribe(String topic, int partition) passing the topic and partition number as the arguments
- B. Call assign() passing a Collection of TopicPartitions as the argument
- C. Call subscribe() passing TopicPartition as the argument
Answer: B
Explanation:
assign() can be used for manual assignment of a partition to a consumer, in which case subscribe() must not be used. Assign() takes a collection of TopicPartition object as an argument https://kafka.apache.org/23
/javadoc/org/apache/kafka/clients/consumer/KafkaConsumer.html#assign-java.util.Collection-
NEW QUESTION # 37
Which statement is true about how exactly-once semantics (EOS) work in Kafka Streams?
- A. EOS in Kafka Streams relies on transactional producers to atomically commit state updates to changelog topics and output records to Kafka.
- B. Kafka Streams provides EOS by periodically checkpointing state stores and replaying changelogs to recover only unprocessed messages during failure.
- C. Kafka Streams disables log compaction on internal changelog topics to preserve all state changes for potential recovery.
- D. EOS in Kafka Streams is implemented by creating a separate Kafka topic for deduplication of all messages processed by the application.
Answer: A
Explanation:
Kafka Streams usestransactional producersto guaranteeexactly-once semantics (EOS). This ensures that both theoutput recordsandstate store updatesare committed atomically, avoiding duplication or partial writes.
FromKafka Streams Documentation > Processing Guarantees:
"Kafka Streams leveragesKafka's transactional APIsto commit the output records and internal state updates as a single atomic unit, thereby providing exactly-once semantics."
* Option A is incorrect because log compaction is not disabled for EOS.
* Option C incorrectly describes a checkpointing system Kafka Streams does not use.
* Option D refers to deduplication, which is not how EOS is achieved in Streams.
Reference:Kafka Streams Processing Guarantees
NEW QUESTION # 38
You need to collect logs from a host and write them to a Kafka topic named 'logs-topic'. You decide to use Kafka Connect File Source connector for this task.
What is the preferred deployment mode for this connector?
- A. SingleCluster mode
- B. Distributed mode
- C. Parallel mode
- D. Standalone mode
Answer: D
Explanation:
Kafka Connect can run in standalone mode or distributed mode. For simple tasks like reading logs from a file on a single host, standalone mode is recommended.
From Kafka Connect User Guide:
"Standalone mode is useful when running connectors on a single machine (e.g., for development or simple deployments like log collection from a local file)." Distributed mode is preferred for scalability and fault tolerance but overkill for this use case.
Reference: Kafka Connect User Guide > Deployment Modes
NEW QUESTION # 39
An application is writing AVRO messages using Schema Registry to topic t1. During this process, the Schema Registry becomes unavailable for a few seconds.
What is the expected impact to the application?
- A. Since the broker will eventually replicate the message Schema, there will not be an error.
- B. All messages within that time will receive an error.
- C. Since messages are cached by the producer, the application will only get an error if the producer is sending the batch at that time.
- D. The application may not have any impact, unless it is writing messages with a new Schema Definition.
Answer: D
NEW QUESTION # 40
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