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Confluent CCDAK Certification demonstrates a developer’s expertise in Apache Kafka and can enhance their career prospects. Confluent Certified Developer for Apache Kafka Certification Examination certification is recognized globally and can help developers stand out from the competition. Certified developers can also join the Confluent Community and access exclusive resources, such as webinars, forums, and meetups. They can also showcase their certification on their professional profile and resume.
The CCDAK certification exam is a valuable credential for developers who want to demonstrate their expertise in Kafka. By passing the exam, developers can show that they have a deep understanding of Kafka and its ecosystem, including its core components and the tools and frameworks used to build Kafka applications. Confluent Certified Developer for Apache Kafka Certification Examination certification also demonstrates the ability to design, develop, and deploy Kafka solutions to meet real-world business requirements.
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The Confluent CCDAK Exam covers various topics, including Kafka architecture, messaging patterns, configuration, security, and performance tuning. Developers who pass the exam will demonstrate their ability to develop and deploy high-performance, reliable, and scalable Kafka applications that meet the needs of modern data-driven businesses. Confluent Certified Developer for Apache Kafka Certification Examination certification is an excellent way for developers to showcase their expertise in Kafka and differentiate themselves in the job market.
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q59-Q64):
NEW QUESTION # 59
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. Standalone mode
- D. Parallel mode
Answer: C
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 # 60
You have a topic t1 in a Kafka cluster. A producer running on host A can successfully write messages to t1.
Then, you move that producer code to run on host B, but it fails writing messages to t1.
What is a likely reason for that failure?
- A. The producer is connecting to a different broker in the same cluster.
- B. Topic T1 no longer exists in the same environment as host B.
- C. Kafka ACLs are not configured to allow host B's IP address.
- D. Another producer started writing to t1.
Answer: C
NEW QUESTION # 61
Which statement is true about how exactly-once semantics (EOS) work in Kafka Streams?
- A. EOS in Kafka Streams is implemented by creating a separate Kafka topic for deduplication of all messages processed by the application.
- B. EOS in Kafka Streams relies on transactional producers to atomically commit state updates to changelog topics and output records to Kafka.
- C. Kafka Streams provides EOS by periodically checkpointing state stores and replaying changelogs to recover only unprocessed messages during failure.
- D. Kafka Streams disables log compaction on internal changelog topics to preserve all state changes for potential recovery.
Answer: B
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 # 62
A consumer is configured with enable.auto.commit=false. What happens when close() is called on the consumer object?
- A. A rebalance in the consumer group will happen immediately
- B. The uncommitted offsets are committed
- C. The group coordinator will discover that the consumer stopped sending heartbeats. It will cause rebalance after session.timeout.ms
Answer: A
Explanation:
Calling close() on consumer immediately triggers a partition rebalance as the consumer will not be available anymore.
NEW QUESTION # 63
If I want to send binary data through the REST proxy, it needs to be base64 encoded. Which component needs to encode the binary data into base 64?
- A. The Producer
- B. The REST Proxy
- C. The Kafka Broker
- D. Zookeeper
Answer: A
Explanation:
The REST Proxy requires to receive data over REST that is already base64 encoded, hence it is the responsibility of the producer
NEW QUESTION # 64
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