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Confluent CCDAK Actual Tests : Confluent Certified Developer for Apache Kafka Certification Examination

CCDAK actual test
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Jul 29, 2026
  • Q & A: 92 Questions and Answers
  • PDF Demo
  • PC Test Engine
  • Online Test Engine
  • Total Price: $59.99  

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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Apache Kafka Fundamentals23%- Kafka architecture and data flow
- Core concepts: brokers, topics, partitions, replicas, offsets
- Configuration basics and cluster setup
- Delivery semantics: at-most-once, at-least-once, exactly-once
Topic 2: Apache Kafka Application Development28%- Consumer API: configuration, offset management, consumer groups, rebalancing
- Schema management: Confluent Schema Registry, compatibility rules, evolution
- Producer API: configuration, serialization, partitioning, error handling
- Transactional messaging and idempotence
Topic 3: Kafka Connect15%- Connect architecture: workers, connectors, tasks, converters
- Source and sink connectors configuration
- Data transformation and integration patterns
Topic 4: Application Testing8%- Mocking and test utilities
- Integration testing and test clusters
- Unit testing producers and consumers
Topic 5: Apache Kafka Streams12%- Streams API concepts: topology, processors, state stores
- Error handling and state management
- Stream processing operations: map, filter, join, aggregation
- Windowing and time semantics
Topic 6: Application Observability13%- Error diagnosis and troubleshooting
- Tracing and performance tuning
- Logging and monitoring metrics

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. You have a Kafka client application that has real-time processing requirements.
Which Kafka metric should you monitor?

A) Aggregate incoming byte rate
B) Consumer lag between brokers and consumers
C) Consumer heartbeat rate to group coordinator
D) Total time to serve requests to replica followers


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


3. Which two producer exceptions are examples of the class RetriableException? (Select two.)

A) RecordTooLargeException
B) LeaderNotAvailableException
C) AuthorizationException
D) NotEnoughReplicasException


4. Match each configuration parameter with the correct deployment step in installing a Kafka connector.


5. You are experiencing low throughput from a Java producer.
Metrics show low I/O thread ratio and low I/O thread wait ratio.
What is the most likely cause of the slow producer performance?

A) The producer is sending large batches of messages.
B) There is a bad data link layer (layer 2) connection from the producer to the cluster.
C) The producer code has an expensive callback function.
D) Compression is enabled.


Solutions:

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

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