Confluent Certified Developer for Apache Kafka Certification Examination : CCDAK Exam Questions

  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 10, 2026
  • Q&As: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Monitoring and Operations5-10%- Log Compaction
- Consumer Lag and Health Checks
- Cross-region Replication
- Disaster Recovery
- Kafka Metrics and Monitoring
Topic 2: Installing and Configuring Kafka5-10%- Broker Configuration Parameters
- ZooKeeper vs KRaft Mode
- Topic Creation and Configuration
- Partition Assignment Strategies
Topic 3: Developing with Kafka Producers15-20%- Error Handling and Retry Logic
- Idempotent Producers
- Partitioning Strategies
- Producer Interceptors
- Serialization (JSON, Avro, Protobuf)
- Producer Configuration and Tuning
- Exactly-Once Semantics
Topic 4: Kafka Streams20-25%- Testing Kafka Streams Applications
- State Stores and Processors
- Interactive Queries
- Transformation Operations (map, filter, join, aggregate)
- Streams Architecture and Topology
- Exactly-Once Processing
- Windowed Operations (Tumbling, Hopping, Session)
Topic 5: Security5-10%- Encryption in Transit
- Authentication (SASL, SSL/TLS)
- Securing Schema Registry
- Authorization (ACLs)
Topic 6: Kafka Connect10-15%- Connect Architecture (Workers, Connectors, Tasks)
- Source and Sink Connectors
- Single Message Transformations (SMT)
- Converters and Transforms
- Connector Configuration
- Offset Management in Connect
Topic 7: Developing with Kafka Consumers15-20%- Offset Management
- Deserialization
- Multi-threaded Consumers
- Commit Strategies (Auto, Manual, Cooperative)
- Consumer Interceptors
- Consumer Configuration and Tuning
- Consumer Groups and Rebalancing
Topic 8: Kafka Fundamentals10-15%- Producer and Consumer Basics
- Replication Factor and ISR
- Log Segments and Retention
- Brokers and Clusters
- Topics, Partitions, and Offsets
Topic 9: Schema Management5-10%- Protobuf and JSON Schemas
- Schema Registry Architecture
- Schema Evolution and Compatibility
- Avro Schemas
- Schema Registration and Retrieval

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. (An S3 source connector named s3-connector stopped running.
You use the Kafka Connect REST API to query the connector and task status.
One of the three tasks has failed.
You need to restart the connector and all currently running tasks.
Which REST request will restart the connector instance and all its tasks?)

A) POST /connectors/s3-connector/restart?includeTasks=true
B) POST /connectors/s3-connector/restart
C) POST /connectors/s3-connector/tasks/0/restart
D) POST /connectors/s3-connector/restart?includeTasks=true&onlyFailed=true


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

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


3. This schema excerpt is an example of which schema format?
package com.mycorp.mynamespace;
message SampleRecord {
int32 Stock = 1;
double Price = 2;
string Product_Name = 3;
}

A) JSON Schema
B) Protobuf
C) YAML
D) Avro


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


5. You create a topic named stream-logs with:
A replication factor of 3
Four partitions
Messages that are plain logs without a keyHow will messages be distributed across partitions?

A) Messages will be distributed among all the topic partitions with strict ordering.
B) The first message will always be written to partition 0.
C) All messages will be written to the same log segment.
D) Messages will be distributed round-robin among all the topic partitions.


Solutions:

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

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