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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions:

1. Which statement is true about how exactly-once semantics (EOS) work in Kafka Streams?

A) EOS in Kafka Streams is implemented by creating a separate Kafka topic for deduplication of all messages processed by the application.
B) Kafka Streams provides EOS by periodically checkpointing state stores and replaying changelogs to recover only unprocessed messages during failure.
C) Kafka Streams disables log compaction on internal changelog topics to preserve all state changes for potential recovery.
D) EOS in Kafka Streams relies on transactional producers to atomically commit state updates to changelog topics and output records to Kafka.

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

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

3. What is the default maximum size of a message the Apache Kafka broker can accept?

A) 5MB
B) 2MB
C) 1MB
D) 10MB

4. You need to collect logs from a host and write them to a Kafka topic named 'logs-topic'. You decide to use Kafka Connect File Source connector for this task.
What is the preferred deployment mode for this connector?

A) SingleCluster mode
B) Parallel mode
C) Distributed mode
D) Standalone mode

5. What is a consequence of increasing the number of partitions in an existing Kafka topic?

A) Records with the same key could be located in different partitions.
B) Consumers will need to process data from more partitions which will significantly increase consumer lag.
C) The acknowledgment process will increase latency for producers using acks=all.
D) Existing data will be redistributed across the new number of partitions temporarily increasing cluster load.

Solutions: