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Free PDF CCDAK - Confluent Certified Developer for Apache Kafka Certification Examination–Professional Certification Torrent
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The CCDAK exam is a hands-on assessment that tests the candidate's ability to design, develop, and deploy Kafka-based applications using different programming languages, such as Java, Scala, and Python. CCDAK exam covers a wide range of topics, including Kafka architecture, data serialization and deserialization, producer and consumer APIs, stream processing, and Kafka Connect. CCDAK exam also evaluates the candidate's ability to troubleshoot common Kafka issues and optimize Kafka performance.
Confluent Certified Developer for Apache Kafka (CCDAK) Certification Examination is a globally recognized certification for Kafka developers. CCDAK Exam is designed to test developers' knowledge and skills in building applications using Apache Kafka. Confluent Certified Developer for Apache Kafka Certification Examination certification provides Kafka developers with a competitive edge in the job market and demonstrates their expertise in building and managing Kafka clusters.
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q147-Q152):
NEW QUESTION # 147
Where are KSQL-related data and metadata stored?
- A. Kafka Topics
- B. PostgreSQL database
- C. Zookeeper
- D. Schema Registry
Answer: A
Explanation:
metadata is stored in and built from the KSQL command topic. Each KSQL server has its own in-memory version of the metastore.
NEW QUESTION # 148
A consumer application is using KafkaAvroDeserializer to deserialize Avro messages. What happens if message schema is not present in AvroDeserializer local cache?
- A. Fetches schema from Schema Registry
- B. Fails silently
- C. Throws SerializationException
- D. Throws DeserializationException
Answer: A
Explanation:
First local cache is checked for the message schema. In case of cache miss, schema is pulled from the schema registry. An exception will be thrown in the Schema Registry does not have the schema (which should never happen if you set it up properly)
NEW QUESTION # 149
You have a Kafka client application that has real-time processing requirements.
What are the most important metrics available in Kafka that you should monitor?
- A. Aggregate incoming byte rate
- B. Consumer lag between the brokers and the consumers
- C. Consumer heartbeat rate to the group coordinator
- D. Total time to serve requests to replica followers
Answer: B
NEW QUESTION # 150
You are writing a producer application and need to ensure proper delivery. You configure the producer with acks=all.
Which two actions should you take to ensure proper error handling?
(Select two.)
- A. Use a callback argument in producer.send() where you check delivery status.
- B. Check the value of ProducerRecord.status().
- C. Surround the call of producer.send() with a try/catch block to catch KafkaException.
- D. Check that producer.send() returned a RecordMetadata object and is not null.
Answer: A,C
Explanation:
For proper delivery handling with acks=all:
* Usecallbackto log or act on success/failure.
* Usetry/catchto handle synchronous exceptions like serialization errors or network failures.
FromKafka Producer Documentation:
"Errors can be caught either via the returned Future<RecordMetadata> or via the callback interface. For fatal errors, use a try/catch block around the send call." Option B is incorrect because send() returns a Future, not RecordMetadata directly.
Option D is invalid - ProducerRecord has no method called status().
Reference:Kafka Producer Error Handling and Callback APIs
NEW QUESTION # 151
To get acknowledgement of writes to only the leader partition, we need to use the config...
- A. acks=all
- B. acks=0
- C. acks=1
Answer: C
Explanation:
Producers can set acks=1 to get acknowledgement from partition leader only.
NEW QUESTION # 152
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