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Confluent CCDAK Exam Syllabus Topics:

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


2. You use Kafka Connect with the JDBC source connector to extract data from a large database and push it into Kafka.
The database contains tens of tables, and the current connector is unable to process the data fast enough.
You add more Kafka Connect workers, but throughput doesn't improve.
What should you do next?

A) Modify the database schemas to enable horizontal sharding.
B) Increase the number of Kafka partitions for the topics.
C) Add more Kafka brokers to the cluster.
D) Increase the value of the connector's property tasks.max.


3. (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) TombstoneHandler
B) InsertField
C) HeaderFrom
D) RegexRouter


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

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


5. You are writing to a topic with acks=all.
The producer receives acknowledgments but you notice duplicate messages.
You find that timeouts due to network delay are causing resends.
Which configuration should you use to prevent duplicates?

A) retries=2147483647max.in.flight.requests.per.connection=5enable.idempotence=true
B) retries=2147483647max.in.flight.requests.per.connection=1enable.idempotence=false
C) enable.auto.commit=true
D) retries=0max.in.flight.requests.per.connection=5enable.idempotence=true


Solutions:

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

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