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Confluent CCDAK Practice Q&A's

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Confluent CCDAK Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Installing and Configuring Kafka5-10%- Partition Assignment Strategies
- Broker Configuration Parameters
- Topic Creation and Configuration
- ZooKeeper vs KRaft Mode
Topic 2: Kafka Streams20-25%- Interactive Queries
- Testing Kafka Streams Applications
- Transformation Operations (map, filter, join, aggregate)
- Streams Architecture and Topology
- State Stores and Processors
- Windowed Operations (Tumbling, Hopping, Session)
- Exactly-Once Processing
Topic 3: Security5-10%- Authentication (SASL, SSL/TLS)
- Encryption in Transit
- Securing Schema Registry
- Authorization (ACLs)
Topic 4: Developing with Kafka Consumers15-20%- Consumer Interceptors
- Consumer Groups and Rebalancing
- Consumer Configuration and Tuning
- Deserialization
- Commit Strategies (Auto, Manual, Cooperative)
- Multi-threaded Consumers
- Offset Management
Topic 5: Developing with Kafka Producers15-20%- Producer Interceptors
- Producer Configuration and Tuning
- Error Handling and Retry Logic
- Idempotent Producers
- Exactly-Once Semantics
- Serialization (JSON, Avro, Protobuf)
- Partitioning Strategies
Topic 6: Kafka Fundamentals10-15%- Topics, Partitions, and Offsets
- Replication Factor and ISR
- Brokers and Clusters
- Log Segments and Retention
- Producer and Consumer Basics
Topic 7: Kafka Connect10-15%- Offset Management in Connect
- Source and Sink Connectors
- Converters and Transforms
- Connect Architecture (Workers, Connectors, Tasks)
- Single Message Transformations (SMT)
- Connector Configuration
Topic 8: Monitoring and Operations5-10%- Disaster Recovery
- Cross-region Replication
- Consumer Lag and Health Checks
- Log Compaction
- Kafka Metrics and Monitoring
Topic 9: Schema Management5-10%- Avro Schemas
- Schema Registration and Retrieval
- Schema Evolution and Compatibility
- Protobuf and JSON Schemas
- Schema Registry Architecture

Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

Question #1

You are writing a producer application and need to ensure proper delivery. You configure the producer with acks=all.
Which two actions should you take to ensure proper error handling?
(Select two.)

  • A. Check the value of ProducerRecord.status().
  • B. Use a callback argument in producer.send() where you check delivery status.
  • C. Surround the call of producer.send() with a try/catch block to catch KafkaException.
  • D. Check that producer.send() returned a RecordMetadata object and is not null.
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Correct Answer: B,C  🗳️

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Question #2

(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&onlyFailed=true
  • B. POST /connectors/s3-connector/tasks/0/restart
  • C. POST /connectors/s3-connector/restart?includeTasks=true
  • D. POST /connectors/s3-connector/restart
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Correct Answer: C  🗳️

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Question #3

You are working on a Kafka cluster with three nodes. You create a topic named orders with:
replication.factor = 3
min.insync.replicas = 2
acks = allWhat exception will be generated if two brokers are down due to network delay?

  • A. NotCoordinatorException
  • B. NotLeaderForPartitionException
  • C. NetworkException
  • D. NotEnoughReplicasException
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Correct Answer: D  🗳️

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Question #4

(You are writing to a Kafka topic with producer configuration acks=all.
The producer receives acknowledgements from the broker but still creates duplicate messages due to network timeouts and retries.
You need to ensure that duplicate messages are not created.
Which producer configuration should you set?)

  • A. retries=2147483647max.in.flight.requests.per.connection=5enable.idempotence=false
  • B. enable.auto.commit=true
  • C. retries=2147483647max.in.flight.requests.per.connection=1enable.idempotence=true
  • D. retries=0max.in.flight.requests.per.connection=5enable.idempotence=true
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Correct Answer: C  🗳️

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Question #5

You need to configure a sink connector to write records that fail into a dead letter queue topic. Requirements:
Topic name: DLQ-Topic
Headers containing error context must be added to the messagesWhich three configuration parameters are necessary?(Select three.)

  • A. errors.log.enable=true
  • B. errors.log.include.messages=true
  • C. errors.tolerance=none
  • D. errors.deadletterqueue.topic.name=DLQ-Topic
  • E. errors.tolerance=all
  • F. errors.deadletterqueue.context.headers.enable=true
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Correct Answer: D,E,F  🗳️

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