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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Kafka Connect15%- Source and sink connectors configuration
- Data transformation and integration patterns
- Connect architecture: workers, connectors, tasks, converters
Application Testing8%- Integration testing and test clusters
- Unit testing producers and consumers
- Mocking and test utilities
Apache Kafka Streams12%- Error handling and state management
- Windowing and time semantics
- Streams API concepts: topology, processors, state stores
- Stream processing operations: map, filter, join, aggregation
Apache Kafka Fundamentals23%- Delivery semantics: at-most-once, at-least-once, exactly-once
- Core concepts: brokers, topics, partitions, replicas, offsets
- Configuration basics and cluster setup
- Kafka architecture and data flow
Apache Kafka Application Development28%- Producer API: configuration, serialization, partitioning, error handling
- Consumer API: configuration, offset management, consumer groups, rebalancing
- Transactional messaging and idempotence
- Schema management: Confluent Schema Registry, compatibility rules, evolution
Application Observability13%- Error diagnosis and troubleshooting
- Logging and monitoring metrics
- Tracing and performance tuning

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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q89-Q94):

NEW QUESTION # 89
Which of the following setting increases the chance of batching for a Kafka Producer?

Answer: B

Explanation:
linger.ms forces the producer to wait to send messages, hence increasing the chance of creating batches


NEW QUESTION # 90
A topic has three replicas and you set min.insync.replicas to 2. If two out of three replicas are not available, what happens when a consume request is sent to broker?

Answer: B

Explanation:
With this configuration, a single in-sync replica is still readable, but not writeable if the producer using acks=all


NEW QUESTION # 91
In Kafka, what are Topics split into?

Answer: B


NEW QUESTION # 92
What is the risk of increasing max.in.flight.requests.per.connection while also enabling retries in a producer?

Answer: C

Explanation:
Some messages may require multiple retries. If there are more than 1 requests in flight, it may result in messages received out of order. Note an exception to this rule is if you enable the producer settingenable.idempotence=true which takes care of the out of ordering case on its own. Seehttps://issues.apache.org/jira/browse/KAFKA-5494


NEW QUESTION # 93
Where are the ACLs stored in a Kafka cluster by default?

Answer: A

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


NEW QUESTION # 94
......

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