Download Valid CCAC Certification PDF Dumps for Best Preparation 1 / 5 Exam : CCAC Title : https://www.passcert.com/CCAC.html Confluent Cloud Certified Operator (CCAC) Download Valid CCAC Certification PDF Dumps for Best Preparation 2 / 5 1.What is the primary operational reason to modify topic retention settings? A. Reduce replication traffic B. Control storage costs C. Increase producer throughput D. Improve partition balancing Answer: B 2.Which tool can be used to monitor consumer lag visually in Confluent Cloud? A. Kafka Streams UI B. Schema Registry C. Confluent Cloud UI D. Kafka REST Proxy Answer: C 3.Which networking options are supported in Confluent Cloud? (Select all that apply.) A. VPC Peering B. PrivateLink C. Direct SSH tunneling D. Public Internet Answer: ABD 4.Which metric would best indicate load imbalance across topic partitions? A. Uneven consumer group lag across partitions B. Number of schemas in registry C. Disk size of schema registry D. Availability zone count Answer: A 5.What is the purpose of setting auto.offset.reset=earliest in a Kafka consumer configuration? A. Skip all available messages B. Read only the latest message C. Start reading from the earliest available message D. Commit the last message only Answer: C 6.Which two metrics are critical when monitoring Kafka cluster throughput in Confluent Cloud? (Choose two) A. Ingress bytes per second B. Schema registry version C. Egress bytes per second D. Cluster region Answer: AC 7.What is the function of a service account in Confluent Cloud? Download Valid CCAC Certification PDF Dumps for Best Preparation 3 / 5 A. To represent an application or automation identity B. To configure cluster-level networking C. To store schema definitions D. To manage consumer offsets Answer: A 8.What is the primary role of replication factor in Kafka? A. Improve parallelism B. Enhance durability and availability C. Reduce network latency D. Control consumer throughput Answer: B 9.Which of the following contributes to high availability in Confluent Cloud? A. Zookeeper ensemble B. Dedicated network peering C. Multi-zone Kafka cluster deployment D. JSON-based schema support Answer: C 10.Match each resilience mechanism with its purpose. Answer Options: • Replication factor • Multi-zone deployment • Client retries Match to: 1. Recover from transient connection failures 2. Maintain availability during zone outages 3. Maintain multiple copies of data A. Replication factor → 3 Multi-zone deployment → 2 Client retries → 1 B. Replication factor → 1 Multi-zone deployment → 2 Client retries → 3 C. Replication factor → 2 Multi-zone deployment → 3 Client retries → 1 D. Replication factor → 3 Multi-zone deployment → 1 Client retries → 2 Answer: A 11.What is the primary operational reason to increase the number of partitions for a topic? Download Valid CCAC Certification PDF Dumps for Best Preparation 4 / 5 A. Improve retention performance B. Increase consumer parallelism C. Reduce replication traffic D. Enable log compaction Answer: B 12.Which metadata is not directly managed by Stream Catalog? A. Topic tags B. Schema subject descriptions C. ACL bindings D. Business metadata Answer: C 13.Which configuration strategy in Confluent Cloud helps prevent data loss during a broker failure? A. Enable idempotence on producers and set acks=all B. Reduce retention.ms to limit stored messages C. Disable schema compatibility checks D. Increase linger.ms for producers Answer: A 14.Which two statements accurately describe how producers interact with partitions in Kafka? (Choose two) A. Producers send all messages to partition 0 by default B. A key ensures messages go to the same partition C. Producers manually assign offsets D. Partitioning helps achieve parallelism in message delivery Answer: BD 15.What happens when all consumers in a group are removed? A. The topic is deleted B. The offsets are deleted immediately C. Kafka retains the committed offsets for a configurable retention period D. Producers stop sending messages Answer: C 16.Which two configuration settings influence Kafka topic retention in Confluent Cloud? (Choose two) A. min.insync.replicas B. retention.ms C. cleanup.policy D. replication.factor Answer: BC 17.Which CLI command is used to create a new Kafka Connect connector? A. confluent connect create Download Valid CCAC Certification PDF Dumps for Best Preparation 5 / 5 B. confluent connector create C. confluent kafka connect add D. confluent kafka plugin load Answer: B 18.Match each dynamic operation with its primary objective. Answer Options: • Increase partitions • Modify retention • Add consumers Match to: 1. Improve parallel processing 2. Control storage lifecycle 3. Increase consumption throughput A. Increase partitions → 1 Modify retention → 2 Add consumers → 3 B. Increase partitions → 2 Modify retention → 1 Add consumers → 3 C. Increase partitions → 3 Modify retention → 2 Add consumers → 1 D. Increase partitions → 1 Modify retention → 3 Add consumers → 2 Answer: A