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Confluent CCDAK Exam Syllabus Topics:

Section	Weight	Objectives
Topic 1: Application Observability	13%	- Tracing and performance tuning - Error diagnosis and troubleshooting - Logging and monitoring metrics
Topic 2: Application Testing	8%	- Unit testing producers and consumers - Mocking and test utilities - Integration testing and test clusters
Topic 3: Kafka Connect	15%	- Source and sink connectors configuration - Data transformation and integration patterns - Connect architecture: workers, connectors, tasks, converters
Topic 4: Apache Kafka Application Development	28%	- Consumer API: configuration, offset management, consumer groups, rebalancing - Transactional messaging and idempotence - Producer API: configuration, serialization, partitioning, error handling - Schema management: Confluent Schema Registry, compatibility rules, evolution
Topic 5: Apache Kafka Fundamentals	23%	- Kafka architecture and data flow - Configuration basics and cluster setup - Core concepts: brokers, topics, partitions, replicas, offsets - Delivery semantics: at-most-once, at-least-once, exactly-once
Topic 6: Apache Kafka Streams	12%	- Windowing and time semantics - Error handling and state management - Stream processing operations: map, filter, join, aggregation - Streams API concepts: topology, processors, state stores

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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q43-Q48):

NEW QUESTION # 43
Match the testing tool with the type of test it is typically used to perform.

Answer:

Explanation:

Explanation:
* Unit Testing# MockProducer
* Integration Testing# Testcontainers
* Performance Testing# Trogdor
* Mock Data Generation# Connect Datagen
* MockProducer: Simulates a Kafka producer in unit tests (no real broker interaction).
* Testcontainers: Spawns Kafka in Docker forreal environment testing.
* Trogdor: Kafka's built-inperformance load testingframework.
* Connect Datagen: Createssample source recordsfor test and demo purposes.
FromKafka Developer Tools Guide:
"Kafka developers commonly use MockProducer for unit tests, Testcontainers for integration, and Trogdor for performance tests." Reference:Kafka Testing and Tools Overview

NEW QUESTION # 44
How will you find out all the partitions without a leader?

A. kafka-topics.sh --broker-list localhost:9092 --describe --under-replicated-partitions
B. kafka-topics.sh --zookeeper localhost:2181 --describe --under-replicated-partitions
C. kafka-topics.sh --bootstrap-server localhost:2181 --describe --unavailable-partitions
D. kafka-topics.sh --zookeeper localhost:2181 --describe --unavailable-partitions

Answer: D

Explanation:
Please note that as of Kafka 2.2, the --zookeeper option is deprecated and you can now usekafka-topics.sh --bootstrap-server localhost:9092 --describe --unavailable-partitions

NEW QUESTION # 45
Using the Confluent Schema Registry, where are Avro schema stored?

A. In the Schema Registry embedded SQL database
B. In the message bytes themselves
C. In the _schemas topic
D. In the Zookeeper node /schemas

Answer: C

Explanation:
The Schema Registry stores all the schemas in the _schemas Kafka topic

NEW QUESTION # 46
Kafka is configured with following parameters - log.retention.hours = 168 log.retention.minutes = 168 log.retention.ms = 168 How long will the messages be retained for?

A. 168 ms
B. 168 minutes
C. 168 hours
D. Broker will not start due to bad configuration

Answer: A

Explanation:
If more than one similar config is specified, the smaller unit size will take precedence.

NEW QUESTION # 47
Which message delivery semantic is guaranteed by Kafka Connect?

A. At least once
B. Exactly once
C. At most once

Answer: A

NEW QUESTION # 48
......

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