Confluent CCDAK Q&A - in .pdf

  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Oct 01, 2026
  • Q & A: 92 Questions and Answers
  • Printable Confluent CCDAK PDF Format. It is an electronic file format regardless of the operating system platform.
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Confluent CCDAK Q&A - Testing Engine

  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination
  • Updated: Oct 01, 2026
  • Q & A: 92 Questions and Answers
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Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

Question #1

(You deploy a Kafka Streams application with five application instances.
Kafka Streams stores application metadata using internal topics.
Auto-topic creation is disabled in the Kafka cluster.
Which statement about this scenario is true?)

  • A. The application will be on hold until internal topics are created manually.
  • B. The application will terminate with a non-retriable exception.
  • C. The application will work, but application metadata will not be stored.
  • D. The application will continue to work and internal topics will be created, even if auto-topic creation is disabled.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #2

You have a consumer group with default configuration settings reading messages from your Kafka cluster.
You need to optimize throughput so the consumer group processes more messages in the same amount of time.
Which change should you make?

  • A. Decrease the session timeout of each consumer.
  • B. Disable auto commit and have the consumers manually commit offsets.
  • C. Remove some consumers from the consumer group.
  • D. Increase the number of bytes the consumers read with each fetch request.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #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.
Reveal Solution  Discussion  0

Correct Answer: A,C  🗳️

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Question #4

You are creating a Kafka Streams application to process retail data.
Match the input data streams with the appropriate Kafka Streams object.

Reveal Solution  Discussion  0

Correct Answer:


Explanation:
Table # Product, Customers
Stream # Orders_Placed, Shipment_Of_Orders
Tables represent slowly changing, reference data - e.g., customer profiles, product info.
Streams represent real-time event data - e.g., orders placed, shipments processed.
From Kafka Streams Documentation:
"Use KTable for reference datasets, and KStream for event-based processing such as orders or logs." Reference: Kafka Streams API Concepts

Question #5

What is a consequence of increasing the number of partitions in an existing Kafka topic?

  • A. Records with the same key could be located in different partitions.
  • B. Existing data will be redistributed across the new number of partitions temporarily increasing cluster load.
  • C. Consumers will need to process data from more partitions which will significantly increase consumer lag.
  • D. The acknowledgment process will increase latency for producers using acks=all.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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