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[General] CCDAK Exam Learning & New CCDAK Braindumps Sheet

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【General】 CCDAK Exam Learning & New CCDAK Braindumps Sheet

Posted at 1/24/2026 19:10:48      View:40 | Replies:0        Print      Only Author   [Copy Link] 1#
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Confluent CCDAK Certification Exam is an industry-recognized certification that helps developers advance their careers and demonstrate their expertise in Apache Kafka. Confluent Certified Developer for Apache Kafka Certification Examination certification is offered by Confluent, a leading company in the Apache Kafka ecosystem. Confluent Certified Developer for Apache Kafka Certification Examination certification is a valuable asset for developers who want to work with Kafka-based applications and solutions, and it is highly regarded by organizations that use Kafka for their data processing needs. Confluent Certified Developer for Apache Kafka Certification Examination certification demonstrates a developer's proficiency in Kafka and helps them stand out in a competitive job market.
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Confluent Certified Developer for Apache Kafka Certification Examination Sample Questions (Q225-Q230):NEW QUESTION # 225
Which actions will trigger partition rebalance for a consumer group? (select three)
  • A. Remove a broker from the cluster
  • B. A consumer in a consumer group shuts down
  • C. Add a new consumer to consumer group
  • D. Increase partitions of a topic
Answer: B,C,D
Explanation:
Add a broker to the cluster
Explanation:
Rebalance occurs when a new consumer is added, removed or consumer dies or paritions increased.

NEW QUESTION # 226
You are building a system for a retail store selling products to customers.
Which three datasets should you model as a GlobalKTable?
(Select three.)
  • A. Customer profile information
  • B. Log of payment transactions
  • C. Inventory of products at a warehouse
  • D. All purchases at a retail store occurring in real time
  • E. Catalog of products
Answer: A,C,E
Explanation:
AGlobalKTableis a replicated, read-only table available in full on all instances. It's best forreference or lookup datasetssuch as:
* Product catalog
* Customer profiles
* Warehouse inventory
FromKafka Streams Developer Guide:
"Use GlobalKTable when you need to perform joins using non-partition-aligned reference data that's small enough to replicate."
* Purchases and transactions are high-throughput, time-sensitive streams, not static reference data.
Reference:Kafka Streams Concepts > GlobalKTable

NEW QUESTION # 227
What is the risk of increasing max.in.flight.requests.per.connection while also enabling retries in a producer?
  • A. Less resilient
  • B. At least once delivery is not guaranteed
  • C. Reduce throughput
  • D. Message order not preserved
Answer: D
Explanation:
Some messages may require multiple retries. If there are more than 1 requests in flight, it may result in messages received out of order. Note an exception to this rule is if you enable the producer settingenable.
idempotence=true which takes care of the out of ordering case on its own. Seehttps://issues.apache.org/jira
/browse/KAFKA-5494

NEW QUESTION # 228
You have a topic t1 with six partitions. You use Kafka Connect to send data from topic t1 in your Kafka cluster to Amazon S3. Kafka Connect is configured for two tasks.
How many partitions will each task process?
  • A. 0
  • B. 1
  • C. 2
  • D. 3
Answer: B
Explanation:
When using Kafka Connect with sink connectors (like S3 Sink),each task is assigned one or more topic partitions. Thetotal number of partitions (6)isevenly distributedacross the available tasks (2). Thus, each task will handle3 partitions.
FromKafka Connect Documentation:
"Kafka Connect divides the topic partitions among available tasks. For example, a topic with six partitions and two tasks results in each task handling three partitions." Reference:Kafka Connect Concepts > Tasks and Partitions

NEW QUESTION # 229
The exactly once guarantee in the Kafka Streams is for which flow of data?
  • A. Kafka => External
  • B. External => Kafka
  • C. Kafka => Kafka
Answer: C
Explanation:
Kafka Streams can only guarantee exactly once processing if you have a Kafka to Kafka topology.

NEW QUESTION # 230
......
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