Confluent CCDAK Q&A - in .pdf

  • CCDAK pdf
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 06, 2026
  • Q & A: 92 Questions and Answers
  • Convenient, easy to study.
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  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
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  • Updated: Aug 06, 2026
  • Q & A: 92 Questions and Answers
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Confluent CCDAK Q&A - Testing Engine

  • CCDAK Testing Engine
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 06, 2026
  • Q & A: 92 Questions and Answers
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Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. 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) enable.auto.commit=true
B) retries=0max.in.flight.requests.per.connection=5enable.idempotence=true
C) retries=2147483647max.in.flight.requests.per.connection=1enable.idempotence=false
D) retries=2147483647max.in.flight.requests.per.connection=5enable.idempotence=true


2. Which configuration allows more time for the consumer poll to process records?

A) fetch.max.wait.ms
B) heartbeat.interval.ms
C) max.poll.interval.ms
D) session.timeout.ms


3. You are composing a REST request to create a new connector in a running Connect cluster. You invoke POST /connectors with a configuration and receive a 409 (Conflict) response.
What are two reasons for this response? (Select two.)

A) The Connector already exists in the cluster.
B) The connect cluster has reached capacity, and new connectors cannot be created without expanding the cluster.
C) The Connect cluster is in process of rebalancing.
D) The connector configuration was invalid, and the response body will expand on the configuration error.


4. What are two examples of performance metrics?
(Select two.)

A) Time of last failed login
B) total-login-attempts
C) fetch-rate
D) Number of active users
E) incoming-byte-rate
F) Number of active user sessions


5. (You want to enrich the content of a topic by joining it with key records from a second topic.
The two topics have a different number of partitions.
Which two solutions can you use?
Select two.)

A) Use a GlobalKTable for one of the topics where data does not change frequently and use a KStream- GlobalKTable join.
B) Create as many Kafka Streams application instances as the maximum number of partitions of the two topics and use a KStream-KTable join.
C) Repartition one topic to a new topic with the same number of partitions as the other topic (co- partitioning constraint) and use a KStream-KTable join.
D) Use a KStream-KTable join; Kafka Streams will automatically repartition the topics to satisfy the co- partitioning constraint.


Solutions:

Question # 1
Answer: D
Question # 2
Answer: C
Question # 3
Answer: A,C
Question # 4
Answer: C,E
Question # 5
Answer: A,C

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