New CCAC Dumps (V8.02) for Confluent Cloud Certified Operator (CCAC) Exam Success – Check CCAC Free Dumps (Part 1, Q1-Q40) First

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Check CCAC free dumps (Part 1, Q1-Q40) of V8.02 below to check first:

1. Which two operations are valid within a ksqlDB statement? (Choose two)

CREATE STREAM

CREATE SCHEMA

CREATE TABLE

CREATE CONNECTOR

2. Which two actions can help reduce consumer lag in a Kafka topic? (Choose two)

Increase the number of topic partitions

Increase retention.ms

Add more consumers to the consumer group

Use a lower replication factor

3. A user needs access to consume from a topic called “orders” with an Avro schema for the message value. You need to recommend RBAC roles for the user. You must use the role bindings that meet the requirement while granting the least privileges.

Which roles should you recommend?

ResourceOwner (topic) -> orders DeveloperRead (subject) -> orders-value

DeveloperManage (topic) -> orders SchemaRegistryRead (subject) -> orders-value

DeveloperRead (topic) -> orders DeveloperRead (subject) -> orders-value

DeveloperRead (topic) -> orders SchemaRegistryRead (subject) -> orders-value

4. Which two options represent actions you can perform using the Kafka Admin API in Confluent Cloud? (Choose two)

Modify topic configurations

Create Kafka connectors

Delete a topic

Upgrade cluster tier

5. What is the primary operational reason to modify topic retention settings?

Reduce replication traffic

Control storage costs

Increase producer throughput

Improve partition balancing

6. Which two Confluent Cloud services are required for building pipelines in Stream Designer? (Choose two)

Kafka Connect

Schema Registry

ksqlDB

ZooKeeper

7. Which retention configuration can improve resilience for delayed consumers?

cleanup.policy

min.insync.replicas

retention.ms

acks

8. Which metadata is not directly managed by Stream Catalog?

Topic tags

Schema subject descriptions

ACL bindings

Business metadata

9. Which of the following contributes to high availability in Confluent Cloud?

Zookeeper ensemble

Dedicated network peering

Multi-zone Kafka cluster deployment

JSON-based schema support

10. What is the primary purpose of Schema Registry in Confluent Cloud?

Manage cluster networking

Store and validate data schemas

Monitor consumer lag

Configure replication settings

11. What does setting cleanup.policy=compact do to a Kafka topic?

Deletes all old records after a defined time

Retains only the latest record per key

Encrypts topic data for compliance

Limits message size per partition

12. Which Kafka configuration ensures a message is persisted even if one broker fails?

retries

replication.factor with acks=all

compression.type

message.timeout.ms

13. What happens when a consumer group is deleted in Confluent Cloud?

All offsets are retained

All topics linked to the group are also deleted

The consumer offsets are removed

The cluster must be restarted

14. What is the primary benefit of deploying a multi-zone cluster in Confluent Cloud?

Reduce partition count

Increase message retention

Protect against single availability zone failure

Improve schema validation

15. What is the purpose of setting auto.offset.reset=earliest in a Kafka consumer configuration?

Skip all available messages

Read only the latest message

Start reading from the earliest available message

Commit the last message only

16. Match each role with its typical responsibility.

Answer Options:

• EnvironmentAdmin

• CloudClusterAdmin

• DeveloperRead

Match to:

1. Manages environment-level settings

2. Administers cluster resources

3. Consumes topic data

EnvironmentAdmin → 1 CloudClusterAdmin → 2 DeveloperRead → 3

EnvironmentAdmin → 1 CloudClusterAdmin → 3 DeveloperRead → 2

EnvironmentAdmin → 2 CloudClusterAdmin → 1 DeveloperRead → 3

EnvironmentAdmin → 3 CloudClusterAdmin → 2 DeveloperRead → 1

17. Match each cluster type with its intended use case.

Answer Options:

• Basic

• Standard

• Dedicated

Match to:

1. Development or testing workloads

2. Production multi-zone workloads

3. High-throughput isolated workloads

Basic → 1 Standard → 3 Dedicated → 2

Basic → 1 Standard → 2 Dedicated → 3

Basic → 3 Standard → 2 Dedicated → 1

Basic → 2 Standard → 1 Dedicated → 3

18. Which configuration determines how long Kafka retains messages before deletion in Confluent Cloud?

cleanup.policy

retention.ms

min.insync.replicas

max.message.bytes

19. Which two capabilities are provided by the Stream Governance Advanced package in Confluent Cloud? (Choose two)

ksqlDB Query Auditing

Stream Lineage

Schema Registry

Stream Catalog

20. What is the purpose of IP filtering in Confluent Cloud?

To encrypt cluster traffic

To restrict network access by IP address

To monitor topic throughput

To scale broker instances

21. Which configuration strategy in Confluent Cloud helps prevent data loss during a broker failure?

Enable idempotence on producers and set acks=all

Reduce retention.ms to limit stored messages

Disable schema compatibility checks

Increase linger.ms for producers

22. Which two options describe capabilities of the Stream Catalog feature? (Choose two)

Apply schema validation rules to all messages

Discover topics based on business metadata

Search and tag topics using metadata

Monitor broker performance metrics

23. Which CLI command can be used to list consumer groups associated with a Kafka cluster?

confluent kafka consumer-group list

confluent kafka group show

confluent kafka cluster describe

confluent consumer-group display

24. Which scenario most likely leads to under-replicated partitions?

High consumer lag

Broker failure

Increased retention period

Adding partitions

25. Arrange the steps to investigate a sudden spike in consumer lag.

a) Identify affected consumer group

b) Compare committed offsets to log end offsets

c) Check consumer processing capacity

d) Review broker performance metrics

B → A → C → D

A → D → C → B

A → B → C → D

A → B → D → C

26. Which two factors influence the availability of regions for provisioning new Kafka clusters? (Choose two)

Cloud provider selected

RBAC role

Confluent Cloud subscription tier

Chosen CLI version

27. Which of the following metrics would most likely indicate a slow consumer in a Kafka topic?

High retention.ms value

Lag increasing in consumer group metrics

Reduced min.insync.replicas

High producer throughput

28. You are deploying a mission-critical Confluent Cloud cluster and a fully-managed connector. The connector will import data to Confluent Cloud from a data system deployed in a VPC in Google Cloud Platform which lacks public internet access. Your company policy allows for bidirectional connectivity to external networks.

The data will be encrypted at rest using self-managed encryption keys (bring-your-own-key - BYOK) You need to identify a solution that aligns with these constraints.

Which solution should you choose?

Enterprise cluster with PrivateLink

Dedicated cluster with PrivateLink

Enterprise cluster with VPC peering

Dedicated cluster with VPC peering

29. Which considerations influence cluster sizing decisions? (Select all that apply.)

Expected throughput

Data retention requirements

Application authentication type

Availability requirements

30. 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

Replication factor → 3 Multi-zone deployment → 2 Client retries → 1

Replication factor → 1 Multi-zone deployment → 2 Client retries → 3

Replication factor → 2 Multi-zone deployment → 3 Client retries → 1

Replication factor → 3 Multi-zone deployment → 1 Client retries → 2

31. What is the purpose of configuring private networking during cluster creation?

Improve message retention

Restrict public internet exposure

Increase replication throughput

Enable schema enforcement

32. What is the function of a service account in Confluent Cloud?

To represent an application or automation identity

To configure cluster-level networking

To store schema definitions

To manage consumer offsets

33. Which two tools are typically used to manage Kafka topic configurations in Confluent Cloud? (Choose two)

Kafka Streams DSL

Confluent CLI

REST Proxy

Confluent Cloud UI

34. You are planning to use Terraform to deploy and manage resources in Confluent Cloud.

Which API Key is needed to enable Terraform access to Confluent Cloud?

Organization API Key

Cloud API Key

Kafka API Key

Resource API Key

35. Which ksqlDB construct should be used for building materialized views of the latest value per key?

STREAM

SCHEMA

JOIN

TABLE

36. Your application is experiencing a problem and after investigation, you discover that the Service Account associated to your application was deleted.

How can you determine which account deleted the Service Account?

Analyze the Event Logs page on the Confluent Cloud Console and search for DeleteServiceAccount events

Analyze the Event Logs from the confluent-audit-log-events topic in the Confluent Cloud Auditing cluster and search for DeleteServiceAccount events

Analyze the output of the Confluent CLI "confluent audit-logs --filter DeleteServiceAccount" command

Analyze the Event Logs using the Metrics API and search for DeleteServiceAccount events

37. What is the primary role of replication factor in Kafka?

Improve parallelism

Enhance durability and availability

Reduce network latency

Control consumer throughput

38. As a Confluent Cloud Operator managing a dedicated cluster, which option would you choose to implement a Disaster Recovery solution that ensures rapid failover in the event of a regional failure?

Deploy a second dedicated cluster in a different region and use Replicator to synchronize data between the clusters

Deploy a second dedicated cluster in a different region and use uni-directional Cluster Linking to replicate data from one cluster to the other

Deploy a second dedicated cluster in a different region and use bi-directional Cluster Linking to replicate data between the clusters

Configure your dedicated cluster to use private networking to connect to your VPC for secure data replication

39. Which CLI command helps you verify the availability zone configuration of a Kafka cluster?

confluent kafka availability list

confluent kafka cluster describe

confluent kafka regions list

confluent cluster zone get

40. What happens when a partition leader broker fails in Confluent Cloud?

The partition becomes unavailable permanently

A new leader is elected from in-sync replicas

Producers must recreate the topic

Consumer offsets are reset

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