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Confluent CCDAK guide torrent - Confluent Certified Developer for Apache Kafka Certification Examination

Updated: Aug 02, 2026

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CCDAK guide torrent
  • Exam Code: CCDAK
  • Exam Name: Confluent Certified Developer for Apache Kafka Certification Examination

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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Application Observability13%- Error diagnosis and troubleshooting
- Logging and monitoring metrics
- Tracing and performance tuning
Topic 2: Kafka Connect15%- Connect architecture: workers, connectors, tasks, converters
- Data transformation and integration patterns
- Source and sink connectors configuration
Topic 3: Apache Kafka Fundamentals23%- Delivery semantics: at-most-once, at-least-once, exactly-once
- Kafka architecture and data flow
- Core concepts: brokers, topics, partitions, replicas, offsets
- Configuration basics and cluster setup
Topic 4: Application Testing8%- Mocking and test utilities
- Integration testing and test clusters
- Unit testing producers and consumers
Topic 5: Apache Kafka Streams12%- Windowing and time semantics
- Error handling and state management
- Stream processing operations: map, filter, join, aggregation
- Streams API concepts: topology, processors, state stores
Topic 6: Apache Kafka Application Development28%- Transactional messaging and idempotence
- Producer API: configuration, serialization, partitioning, error handling
- Consumer API: configuration, offset management, consumer groups, rebalancing
- Schema management: Confluent Schema Registry, compatibility rules, evolution

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. You need to set alerts on key broker metrics to trigger notifications when the cluster is unhealthy.
Which are three minimum broker metrics to monitor?
(Select three.)

A) kafka.controller:type=KafkaController,name=LastCommittedRecordOffset
B) kafka.controller:type=KafkaController,name=TopicsToDeleteCount
C) kafka.controller:type=KafkaController,name=OfflinePartitionsCount
D) kafka.controller:type=ControllerStats,name=UncleanLeaderElectionsPerSec
E) kafka.controller:type=KafkaController,name=ActiveControllerCount


2. You need to consume messages from Kafka using the command-line interface (CLI).
Which command should you use?

A) kafka-consume
B) kafka-consumer
C) kafka-get-messages
D) kafka-console-consumer


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

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


4. (You are configuring a source connector that writes records to an Orders topic.
You need to send some of the records to a different topic.
Which Single Message Transform (SMT) is best suited for this requirement?)

A) HeaderFrom
B) RegexRouter
C) InsertField
D) TombstoneHandler


5. A producer is configured with the default partitioner. It is sending records to a topic that is configured with five partitions. The record does not contain any key.
What is the result of this?

A) Records will be sent to the least used partition.
B) Records will be sent to partition 0.
C) An error will be raised and no record will be sent.
D) Records will be dispatched among the available partitions.


Solutions:

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

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