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Confluent CCDAK is a certification exam designed for individuals who want to demonstrate their expertise in Apache Kafka and related technologies. Confluent Certified Developer for Apache Kafka Certification Examination certification is offered by Confluent, the company that created Kafka, and is recognized globally as a standard for Kafka developers. Confluent CCDAK certification exam is a comprehensive examination that tests the knowledge and skills of developers in Kafka.
Confluent, the company that created Kafka, offers training and certification programs for professionals who want to learn and demonstrate their expertise in Kafka. The CCDAK Certification Exam is one of the many programs offered by Confluent. With the growing popularity of Kafka among enterprises, the CCDAK certification can help professionals advance their careers in big data and real-time processing.
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q73-Q78):
NEW QUESTION # 73
Which KSQL queries write to Kafka?
- A. COUNT and JOIN
- B. CREATE STREAM AS SELECT and CREATE TABLE AS SELECT
- C. CREATE STREAM WITH <topic> and CREATE TABLE WITH <topic>
- D. SHOW STREAMS and EXPLAIN <query> statements
Answer: B,C
Explanation:
SHOW STREAMS and EXPLAIN <query> statements run against the KSQL server that the KSQL client is connected to. They don't communicate directly with Kafka. CREATE STREAM WITH <topic> and CREATE TABLE WITH <topic> write metadata to the KSQL command topic. Persistent queries based on CREATE STREAM AS SELECT and CREATE TABLE AS SELECT read and write to Kafka topics.
Non-persistent queries based on SELECT that are stateless only read from Kafka topics, for example:
SELECT A FROM foo WHERE A;
Non-persistent queries that are stateful read and write to Kafka, for example, COUNT and JOIN. The data in Kafka is deleted automatically when you terminate the query with CTRL-C.
NEW QUESTION # 74
You are writing to a topic with acks=all.
The producer receives acknowledgments but you notice duplicate messages.
You find that timeouts due to network delay are causing resends.
Which configuration should you use to prevent duplicates?
- A. retries=0max.in.flight.requests.per.connection=5enable.idempotence=true
- B. retries=2147483647max.in.flight.requests.per.connection=1enable.idempotence=false
- C. retries=2147483647max.in.flight.requests.per.connection=5enable.idempotence=true
- D. enable.auto.commit=true
Answer: C
Explanation:
To ensure exactly-once delivery and avoid duplicates even during retries:
enable.idempotence=true ensures deduplication on the broker
retries=2147483647 allows unlimited retries on retriable errors
max.in.flight.requests.per.connection=5 is the maximum value that preserves message order with idempotence From Kafka Producer Config Docs:
"To achieve exactly-once semantics, set enable.idempotence=true, and max.in.flight.requests.per.connection #
5."
A is unrelated (consumer-side)
C disables retries
D disables idempotence, leading to duplicates
Reference: Kafka Producer Configs > enable.idempotence, retries
NEW QUESTION # 75
What happens if you write the following code in your producer? producer.send(producerRecord).get()
- A. It will force all brokers in Kafka to acknowledge the producerRecord
- B. Throughput will be decreased
- C. Batching will be increased
- D. Compression will be increased
Answer: B
Explanation:
Using Future.get() to wait for a reply from Kafka will limit throughput.
NEW QUESTION # 76
A consumer is configured with enable.auto.commit=false. What happens when close() is called on the consumer object?
- A. The uncommitted offsets are committed
- B. A rebalance in the consumer group will happen immediately
- C. The group coordinator will discover that the consumer stopped sending heartbeats. It will cause rebalance after session.timeout.ms
Answer: B
Explanation:
Calling close() on consumer immediately triggers a partition rebalance as the consumer will not be available anymore.
NEW QUESTION # 77
Kafka producers can batch messages going to the same partition.
Which statement is correct about producer batching?
- A. Producers have a separate background thread for each batch.
- B. Producers can only batch messages of the same size.
- C. Producers can include multiple batches in a single request to a broker.
- D. Two or more broker failures will automatically disable batching on the producer.
Answer: C
Explanation:
Kafka producers can group messages destined for different partitions into separate batches, and send multiple batches in one request to optimize network usage.
From Kafka Producer Internals:
"The producer maintains buffers (batches) for each partition and can send multiple of these batches together in a single request to the broker." Message size is not a constraint for batching (A is false).
Broker failures don't disable batching (B is false).
There is no separate thread per batch (C is false).
Reference: Kafka Producer Architecture and Internals
NEW QUESTION # 78
......
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