CCDAK dumps materials - exam dumps for CCDAK: Confluent Certified Developer for Apache Kafka Certification Examination

Confluent Certified Developer for Apache Kafka Certification Examination - CCDAK certification

Exam Code: CCDAK

Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination

Updated: Sep 09, 2026

Q & A: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Monitoring and Operations5-10%- Log Compaction
- Kafka Metrics and Monitoring
- Disaster Recovery
- Consumer Lag and Health Checks
- Cross-region Replication
Security5-10%- Authorization (ACLs)
- Securing Schema Registry
- Encryption in Transit
- Authentication (SASL, SSL/TLS)
Installing and Configuring Kafka5-10%- ZooKeeper vs KRaft Mode
- Broker Configuration Parameters
- Topic Creation and Configuration
- Partition Assignment Strategies
Developing with Kafka Consumers15-20%- Consumer Configuration and Tuning
- Commit Strategies (Auto, Manual, Cooperative)
- Deserialization
- Consumer Interceptors
- Multi-threaded Consumers
- Offset Management
- Consumer Groups and Rebalancing
Kafka Connect10-15%- Single Message Transformations (SMT)
- Connect Architecture (Workers, Connectors, Tasks)
- Offset Management in Connect
- Converters and Transforms
- Connector Configuration
- Source and Sink Connectors
Kafka Streams20-25%- Streams Architecture and Topology
- Exactly-Once Processing
- Interactive Queries
- State Stores and Processors
- Testing Kafka Streams Applications
- Transformation Operations (map, filter, join, aggregate)
- Windowed Operations (Tumbling, Hopping, Session)
Schema Management5-10%- Avro Schemas
- Schema Registration and Retrieval
- Schema Registry Architecture
- Schema Evolution and Compatibility
- Protobuf and JSON Schemas
Developing with Kafka Producers15-20%- Exactly-Once Semantics
- Producer Interceptors
- Serialization (JSON, Avro, Protobuf)
- Producer Configuration and Tuning
- Partitioning Strategies
- Idempotent Producers
- Error Handling and Retry Logic
Kafka Fundamentals10-15%- Topics, Partitions, and Offsets
- Log Segments and Retention
- Producer and Consumer Basics
- Replication Factor and ISR
- Brokers and Clusters

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

Question #1

Which two statements are correct when assigning partitions to the consumers in a consumer group using the assign() API?
(Select two.)

  • A. The consumer chooses which partition to read without any assignment from brokers.
  • B. All topics must have the same number of partitions to use assign() API.
  • C. The consumer group will not be rebalanced if a consumer leaves the group.
  • D. It is mandatory to subscribe to a topic before calling assign() to assign partitions.
Answer: A,C

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Question #2

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

Answer:


Explanation:
1st: Place the connector's JAR file in the directory specified by plugin.path
2nd: Restart the Kafka Connect cluster
3rd: Verify using REST API (/connector-plugins)
4th: Configure the connector
5th: (Repeat of 4th, duplicate step)
1st # Place the connector's JAR file in the directory specified by the plugin.path configuration.
2nd # Restart the Kafka Connect cluster.
3rd # Verify that the connector is installed by listing all available connectors using the Kafka Connect REST API (/connector-plugins).
4th # Configure the connector using a JSON or properties file with the necessary settings.
5th # Configure the connector using a JSON or properties file with the necessary settings.
Kafka Connect requires that custom connectors be placed in the directory defined by plugin.path. After restarting the cluster, you can use the REST API to confirm availability and then deploy the connector configuration.
From Kafka Connect Documentation:
"After placing the JAR in the plugin.path, you must restart the Connect cluster to pick it up. Use the
/connector-plugins REST endpoint to verify."
The duplication of configuration is an error in the question options and should occur only once.
Reference: Kafka Connect Plugin Installation Guide

Question #3

You want to connect with username and password to a secured Kafka cluster that has SSL encryption.
Which properties must your client include?

  • A. security.protocol=SASL_SSLsasl.jaas.config=org.apache.kafka.common.security.plain.
    PlainLoginModule required username='myUser' password='myPassword';
  • B. security.protocol=PLAINTEXTsasl.jaas.config=org.apache.kafka.common.security.ssl.
    TlsLoginModule required username='myUser' password='myPassword';
  • C. security.protocol=SSLsasl.jaas.config=org.apache.kafka.common.security.plain.PlainLoginModule required username='myUser' password='myPassword';
  • D. security.protocol=SASL_PLAINTEXTsasl.jaas.config=org.apache.kafka.common.security.plain.
    PlainLoginModule required username='myUser' password='myPassword';
Answer: A

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Question #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 new node will not have any partitions assigned to it unless a new topic is created or reassignment occurs.
  • C. A newly added node will have KRaft controller role by default.
  • D. A node ID will be assigned to the new node automatically.
Answer: A,B

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Question #5

The producer code below features a Callback class with a method called onCompletion().
When will the onCompletion() method be invoked?

  • A. When the producer puts the message into its socket buffer
  • B. When the producer batches the message
  • C. When the producer receives the acknowledgment from the broker
  • D. When a consumer sends an acknowledgement to the producer
Answer: C

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