Confluent Certified Developer for Apache Kafka Certification Examination - CCDAK

Confluent CCDAK test insides dumps
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 28, 2026
  • Q & A: 92 Questions and Answers
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Confluent CCDAK Exam Syllabus Topics:
SectionWeightObjectives
Application Testing8%- Mocking and test utilities
- Integration testing and test clusters
- Unit testing producers and consumers
Application Observability13%- Tracing and performance tuning
- Error diagnosis and troubleshooting
- Logging and monitoring metrics
Apache Kafka Application Development28%- Transactional messaging and idempotence
- Consumer API: configuration, offset management, consumer groups, rebalancing
- Producer API: configuration, serialization, partitioning, error handling
- Schema management: Confluent Schema Registry, compatibility rules, evolution
Apache Kafka Fundamentals23%- Core concepts: brokers, topics, partitions, replicas, offsets
- Kafka architecture and data flow
- Configuration basics and cluster setup
- Delivery semantics: at-most-once, at-least-once, exactly-once
Kafka Connect15%- Data transformation and integration patterns
- Source and sink connectors configuration
- Connect architecture: workers, connectors, tasks, converters
Apache Kafka Streams12%- Windowing and time semantics
- Stream processing operations: map, filter, join, aggregation
- Error handling and state management
- Streams API concepts: topology, processors, state stores
Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

Question 1

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. Parallel mode
B. Distributed mode
C. SingleCluster mode
D. Standalone mode


Question 2

You are creating a Kafka Streams application to process retail data.
Match the input data streams with the appropriate Kafka Streams object.


Question 3

(You have a Kafka consumer in production actively reading from a critical topic from which multiple other applications are consuming.
You have a new requirement to update the offset of your consumer to start reading from the beginning of the topic.
Which action would you take?)

A. Start a new consumer application with the same consumer group id.
B. Update the consumer group's offset to the earliest position using the kafka-consumer-groups CLI tool.
C. Update the consumer configuration by setting the auto.offset.reset property to earliest.
D. Temporarily configure the topic's retention.ms parameter to 0 to empty the topic.


Question 4

You are developing a Java application using a Kafka consumer.
You need to integrate Kafka's client logs with your own application's logs using log4j2.
Which Java library dependency must you include in your project?

A. SLF4J implementation for Log4j2 (org.apache.logging.log4j:log4j-slf4j-impl)
B. None, the right dependency will be added by the Kafka client dependency by transitivity.
C. Just the log4j2 dependency of the application
D. SLF4J implementation for Log4j 1.2 (org.slf4j:slf4j-log4j12)


Question 5

You are building a system for a retail store selling products to customers.
Which three datasets should you model as a GlobalKTable?
(Select three.)

A. Customer profile information
B. Log of payment transactions
C. All purchases at a retail store occurring in real time
D. Catalog of products
E. Inventory of products at a warehouse


Solutions:

Question 1
Answer: D
Question 2
Answer: Only visible for members
Question 3
Answer: B
Question 4
Answer: A
Question 5
Answer: A,D,E

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