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Confluent CCDAK Exam Syllabus Topics:

SectionObjectives
Topic 1: Kafka Ecosystem and Confluent Platform- ksqlDB and connectors
  • 1. Kafka Connect basics
    • 2. Stream querying concepts
      - Schema Registry
      • 1. Avro, Protobuf, JSON Schema usage
        Topic 2: Kafka Fundamentals- Data flow in Kafka
        • 1. Producer and consumer model
          • 2. Offset management
            - Kafka architecture and core concepts
            • 1. Replication and fault tolerance
              • 2. Brokers, topics, partitions
                Topic 3: Kafka Producers and Consumers- Producer API
                • 1. Serialization and partitioning strategies
                  • 2. Reliability and acknowledgments
                    - Consumer API
                    • 1. Rebalancing and offset commits
                      • 2. Consumer groups
                        Topic 4: Kafka Streams and Processing- Event processing patterns
                        • 1. Windowing and aggregation
                          • 2. Exactly-once semantics
                            - Kafka Streams API
                            • 1. Stateful vs stateless processing
                              • 2. Stream processing fundamentals

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                                Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q81-Q86):

                                NEW QUESTION # 81
                                Producing with a key allows to...

                                Answer: A

                                Explanation:
                                Keys are necessary if you require strong ordering or grouping for messages that share the same key. If you require that messages with the same key are always seen in the correct order, attaching a key to messages will ensure messages with the same key always go to the same partition in a topic. Kafka guarantees order within a partition, but not across partitions in a topic, so alternatively not providing a key - which will result in round-robin distribution across partitions - will not maintain such order.


                                NEW QUESTION # 82
                                A consumer application is using KafkaAvroDeserializer to deserialize Avro messages. What happens if message schema is not present in AvroDeserializer local cache?

                                Answer: D

                                Explanation:
                                First local cache is checked for the message schema. In case of cache miss, schema is pulled from the schema registry. An exception will be thrown in the Schema Registry does not have the schema (which should never happen if you set it up properly)


                                NEW QUESTION # 83
                                You are creating a Kafka Streams application to process retail data.
                                Match the input data streams with the appropriate Kafka Streams object.

                                Answer:

                                Explanation:

                                Explanation:
                                Table # Product, Customers
                                Stream # Orders_Placed, Shipment_Of_Orders
                                Tables represent slowly changing, reference data - e.g., customer profiles, product info.
                                Streams represent real-time event data - e.g., orders placed, shipments processed.
                                From Kafka Streams Documentation:
                                "Use KTable for reference datasets, and KStream for event-based processing such as orders or logs." Reference: Kafka Streams API Concepts


                                NEW QUESTION # 84
                                (You create a topic with five partitions.
                                What can you assume about messages read from that topic by a single consumer group?)

                                Answer: B

                                Explanation:
                                The Apache Kafka documentation explains that Kafka's parallelism model is based on topic partitions and consumer groups. Within a single consumer group, each partition can be assigned to at most one consumer at a time. As a result, the maximum level of parallelism for a consumer group is equal to the number of partitions in the topic.
                                In this scenario, the topic has five partitions, which means that up to five consumers in the same consumer group can actively consume data in parallel. If more than five consumers are added, the extra consumers will remain idle because there are no additional partitions to assign.
                                Option B is incorrect because Kafka does not enforce equal message consumption across partitions; message distribution depends on producers and partitioning strategy. Option C is false because partitions may be hosted on different brokers, and consumers fetch data from multiple brokers. Option D is incorrect because a single partition cannot be consumed by multiple consumers within the same group simultaneously.
                                Therefore, the only valid assumption is that a maximum of five consumers can actively consume messages in the same consumer group.


                                NEW QUESTION # 85
                                What's a Kafka partition made of?

                                Answer: D

                                Explanation:
                                Kafka partitions are made of segments (usually each segment is 1GB), and each segment has two corresponding indexes (offset index and time index)


                                NEW QUESTION # 86
                                ......

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