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Confluent CCDAK Exam Syllabus Topics:

Section	Weight	Objectives
Application Observability	13%	- Tracing and performance tuning - Logging and monitoring metrics - Error diagnosis and troubleshooting
Apache Kafka Streams	12%	- Error handling and state management - Stream processing operations: map, filter, join, aggregation - Windowing and time semantics - Streams API concepts: topology, processors, state stores
Apache Kafka Fundamentals	23%	- Core concepts: brokers, topics, partitions, replicas, offsets - Configuration basics and cluster setup - Delivery semantics: at-most-once, at-least-once, exactly-once - Kafka architecture and data flow
Kafka Connect	15%	- Data transformation and integration patterns - Connect architecture: workers, connectors, tasks, converters - Source and sink connectors configuration
Apache Kafka Application Development	28%	- Schema management: Confluent Schema Registry, compatibility rules, evolution - Producer API: configuration, serialization, partitioning, error handling - Consumer API: configuration, offset management, consumer groups, rebalancing - Transactional messaging and idempotence
Application Testing	8%	- Unit testing producers and consumers - Mocking and test utilities - Integration testing and test clusters

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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q20-Q25):

NEW QUESTION # 20
You are managing the schema of data in a Kafka Topic using Schema Registry. You need to add new fields to the message schema. You need to select a compatibility type that allows you to add required fields, delete optional fields, and allows consumers to read all previous versions of the schema.
Which compatibility type is correct?

A. FULL_TRANSITIVE
B. FORWARD_TRANSITIVE
C. FORWARD
D. BACKWARD

Answer: A

NEW QUESTION # 21
Partition leader election is done by

A. The Kafka Broker that is the Controller
B. Zookeeper
C. The consumers
D. Vote amongst the brokers

Answer: B

Explanation:
The Controller is a broker that is responsible for electing partition leaders

NEW QUESTION # 22
Where are the ACLs stored in a Kafka cluster by default?

A. Inside the broker's data directory
B. In Kafka topic __kafka_acls
C. Inside the Zookeeper's data directory
D. Under Zookeeper node /kafka-acl/

Answer: A

Explanation:
ACLs are stored in Zookeeper node /kafka-acls/ by default.

NEW QUESTION # 23
You create a topic with five partitions.
What can be assumed about messages read from that topic by a single consumer group?

A. All the messages will be read from exactly one Broker by the consumer group.
B. Messages read from any one partition by the consumer group will all have exactly the same key.
C. The consumer group can only read the same number of messages from all the partitions.
D. Messages can be consumed by a maximum of five consumers in the same consumer group.

Answer: D

NEW QUESTION # 24
A consumer wants to read messages from partitions 0 and 1 of a topic topic1. Code snippet is shown below.
consumer.subscribe(Arrays.asList("topic1"));
List<TopicPartition> pc = new ArrayList<>();
pc.add(new PartitionTopic("topic1", 0));
pc.add(new PartitionTopic("topic1", 1));
consumer.assign(pc);

A. Throws IllegalStateException
B. This works fine. subscribe() will subscribe to the topic and assign() will assign partitions to the consumer.

Answer: A

Explanation:
subscribe() and assign() cannot be called by the same consumer, subscribe() is used to leverage the consumer group mechanism, while assign() is used to manually control partition assignment and reads assignment

NEW QUESTION # 25
......

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