Confluent Certified Developer for Apache Kafka Certification Examination : CCDAK

Exam Code: CCDAK

Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination

Updated: Aug 07, 2026

Q & A: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. (You need to send a JSON message on the wire. The message key is a string.
How would you do this?)

A) Specify a key serializer class for the JSON contents of the message's value. Set the value serializer class to null.
B) Specify a value serializer class for the JSON contents of the message's value. Set the key serializer class to null.
C) Specify a value serializer class for the JSON contents of the message's value. Set a key serializer for the string value.
D) Specify a value serializer class for the JSON contents of the message's value. Set the key serializer class to JSON.


2. You create a producer that writes messages about bank account transactions from tens of thousands of different customers into a topic.
Your consumers must process these messages with low latency and minimize consumer lag Processing takes ~6x longer than producing Transactions for each bank account must be processed in orderWhich strategy should you use?

A) Use a unique identifier such as a universally unique identifier (UUID) as the message key.
B) Use the timestamp of the message's arrival as its key.
C) Use a combination of the bank account number and the transaction timestamp as the message key.
D) Use the bank account number found in the message as the message key.


3. You have a Kafka consumer in production actively reading from a critical topic.
You need to update the offset of your consumer to start reading from the beginning of the topic.
Which action should you take?

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


4. Your company has three Kafka clusters: Development, Testing, and Production.
The Production cluster is running out of storage, so you add a new node.
Which two statements about the new node are true?
(Select two.)

A) A new node can be added without stopping existing cluster nodes.
B) A node ID will be assigned to the new node automatically.
C) A newly added node will have KRaft controller role by default.
D) A new node will not have any partitions assigned to it unless a new topic is created or reassignment occurs.


5. You are working on a Kafka cluster with three nodes. You create a topic named orders with:
replication.factor = 3
min.insync.replicas = 2
acks = allWhat exception will be generated if two brokers are down due to network delay?

A) NotCoordinatorException
B) NotLeaderForPartitionException
C) NotEnoughReplicasException
D) NetworkException


Solutions:

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

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