A government agency needs to transfer classified data from an on-premises data center to a cloud environment for AI analysis. The data must be encrypted in transit and at rest, and the transfer must be auditable. Which combination of measures should they implement?

Use a VPN but skip encryption on the storage side

Use TLS for the transfer and enable server-side encryption on the cloud storage

Use a plain FTP transfer and rely on the cloud provider's network security

Use S3 with public-read access to simplify the transfer

Which data placement strategy is most effective for reducing I/O bottlenecks during distributed AI training?

Placing frequently accessed data on high-performance local or closely attached storage

Copying the entire dataset to each compute node's local disk

Using only object storage for all training data

Storing all data in a central repository and accessing it over the WAN

A bank needs to move customer transaction data from a legacy mainframe to a cloud data lake for AI analysis. The data contains personally identifiable information (PII). The bank must ensure that only authorized personnel can access the data during and after the transfer. Which measure is most important to implement?

Compress the data to reduce storage costs

Delete the source data immediately after transfer

Implement role-based access control (RBAC) on the cloud storage

Use a high-speed transfer protocol to move the data quickly

NetAppCertified AI Expert

Domain 5Objective 3

Describe How to Access and Move Data for AI Workloads CERTIFIED-AI-EXPERT Practice Questions (Page 1)

Part of the AI Common Challenges domain, which accounts for 22% of the CERTIFIED-AI-EXPERT exam. NetApp does not publish an official question count, but from its 90-minute exam (~35–60 total, ~8–13 in this domain), expect 1–2 from this objective — we provide 33 practice questions to prepare you well beyond it. (estimate)

33questions here

7free pages

7concepts

22%of the exam

Questions 1–5

1application · medium
A government agency needs to transfer classified data from an on-premises data center to a cloud environment for AI analysis. The data must be encrypted in transit and at rest, and the transfer must be auditable. Which combination of measures should they implement?
Select an answer first
2foundation · easy
Which data placement strategy is most effective for reducing I/O bottlenecks during distributed AI training?
Select an answer first
3foundation · easy
Which network protocol is commonly used for shared file access in Linux-based AI environments, providing POSIX-like file semantics?
Select an answer first
4application · medium
A bank needs to move customer transaction data from a legacy mainframe to a cloud data lake for AI analysis. The data contains personally identifiable information (PII). The bank must ensure that only authorized personnel can access the data during and after the transfer. Which measure is most important to implement?
Select an answer first
5foundation · easy
Which security measure is essential when moving sensitive AI training data over a network to prevent unauthorized access during transit?
Select an answer first

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Describe How to Access and Move Data for AI Workloads CERTIFIED-AI-EXPERT Practice Questions (Page 1)

Questions 1–5

A government agency needs to transfer classified data from an on-premises data center to a cloud environment for AI analysis. The data must be encrypted in transit and at rest, and the transfer must be auditable. Which combination of measures should they implement?

Which data placement strategy is most effective for reducing I/O bottlenecks during distributed AI training?

Which network protocol is commonly used for shared file access in Linux-based AI environments, providing POSIX-like file semantics?

Which security measure is essential when moving sensitive AI training data over a network to prevent unauthorized access during transit?

Keep studying — AI Common Challenges