Confluent CCDAK : Confluent Certified Developer for Apache Kafka Certification Examination

  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Aug 13, 2026
  • Q & A: 92 Questions and Answers

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Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. What is accomplished by producing data to a topic with a message key?

A) Kafka brokers allow you to add more partitions to a given topic, without impacting the data flow for existing keys.
B) Messages with the same key are routed to a deterministically selected partition, enabling order guarantees within that partition.
C) It provides a mechanism for encrypting messages at the partition level to ensure secure data transmission.
D) Consumers can filter messages in real time based on the message key without processing unrelated messages.


2. (You are experiencing low throughput from a Java producer.
Kafka producer metrics show a 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 code has an expensive callback function.
B) The producer is sending large batches of messages.
C) Compression is enabled.
D) There is a bad data link layer (Layer 2) connection from the producer to the cluster.


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


4. Which partition assignment minimizes partition movements between two assignments?

A) RoundRobinAssignor
B) RangeAssignor
C) PartitionAssignor
D) StickyAssignor


5. Which is true about topic compaction?

A) When a client produces a new event with an existing key, the broker immediately deletes the offset of the existing event.
B) Topic compaction does not remove old events; instead, when clients consume events from a compacted topic, they store events in a hashmap that maintains the latest value.
C) When a client produces a new event with an existing key, the old value is overwritten with the new value in the compacted log segment.
D) Compaction will keep exactly one message per key after compaction of inactive log segments.


Solutions:

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

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