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Confluent CCDAK Exam Syllabus Topics:

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

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. (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


2. (What are two stateless operations in the Kafka Streams API?
Select two.)

A) Filter
B) Reduce
C) Join
D) GroupBy


3. (A consumer application needs to use an at-most-once delivery semantic.
What is the best consumer configuration and code skeleton to avoid duplicate messages being read?)

A) auto.offset.reset=earliest and enable.auto.commit=falsewhile (true) {final var records = consumer.poll (POLL_TIMEOUT);consumer.commitAsync();for (var record : records) {// Any processing}}
B) auto.offset.reset=earliest and enable.auto.commit=truewhile (true) {final var records = consumer.poll (POLL_TIMEOUT);consumer.commitAsync();for (var record : records) {// Any processing}}
C) auto.offset.reset=earliest and enable.auto.commit=falsewhile (true) {final var records = consumer.poll (POLL_TIMEOUT);for (var record : records) {// Any processing}consumer.commitAsync();}
D) auto.offset.reset=latest and enable.auto.commit=truewhile (true) {final var records = consumer.poll (POLL_TIMEOUT);for (var record : records) {// Any processing}consumer.commitAsync();}


4. (A stream processing application tracks user activity in online shopping carts, including items added, removed, and ordered throughout the day for each user.
You need to capture data to identify possible periods of user inactivity.
Which type of Kafka Streams window should you use?)

A) Session
B) Hopping
C) Sliding
D) Tumbling


5. (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/restart?includeTasks=true&onlyFailed=true
D) POST /connectors/s3-connector/tasks/0/restart


Solutions:

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

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