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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q97-Q102):

NEW QUESTION # 97
Which AI technology is used to generate new, never-before-seen content such as images or text?

A. Reinforcement AI
B. Generative AI
C. Predictive AI
D. Supervised AI

Answer: B

NEW QUESTION # 98
A data scientist on the team wants to run an experiment on a new vector indexing strategy. To do this, they need a temporary, writable copy of the main vector database. They use the NetApp DataOps Toolkit for Python to automate this process.
The following script is executed:
from netapp_dataops.k8s import clone_pvc
clone_pvc(
source_pvc_name="prod-vector-db-pvc",
new_pvc_name="exp-indexing-clone",
namespace="ds-prod"
)
Assuming the source PVC exists and the user has correct permissions, what is the primary benefit of using this method?

A. It automatically migrates the data from the AFF A-Series to the StorageGRID system for the experiment.
B. It uses NetApp FlexClone technology to create a near-instantaneous, space-efficient writable copy of the volume, accelerating the experimental workflow.
C. It creates a read-only Snapshot, ensuring the integrity of the experimental data.
D. It creates a full physical copy of the data, providing the best performance isolation.

Answer: B

NEW QUESTION # 99
An AI infrastructure architect is tasked with designing a solution to address two critical challenges in a large, multi-petabyte AI environment:
1. Cost: A significant portion of the data on the high-performance all-flash storage is inactive but must remain online. The cost of storing this cold data on the performance tier is prohibitive.
2. Traceability: Data scientists need a simple, space-efficient way to version their datasets at key points in their workflow to ensure reproducibility.
The environment consists of NetApp AFF A-Series and NetApp StorageGRID systems.
Which combination of NetApp technologies should the architect implement to solve both challenges simultaneously? (Select all that apply.)

A. Use NetApp XCP to periodically move cold data from the AFF systems to StorageGRID.
B. Implement NetApp FlexClone to create full, writable copies of datasets for each experiment.
C. Use BlueXP backup and recovery to create backups on StorageGRID, then delete the original volumes from the AFF systems.
D. Use NetApp SnapMirror to replicate volumes from the AFF systems to StorageGRID for archival.
E. Implement NetApp FabricPool to automatically tier cold data blocks from the AFF systems to StorageGRID.
F. Train data scientists to use NetApp Snapshots to create point-in-time, read-only versions of their data volumes.

Answer: E,F

NEW QUESTION # 100
The "Advisor Assistant" application, running as a pod in Kubernetes, suddenly cannot access its data on the AFF A-Series. The application logs show "connection timed out" errors. The network team provides a firewall log snippet for the traffic between the application pod and the storage system's NFS data LIF.
TIME | SRC_IP | DST_IP | PROTO | DST_PORT | ACTION
-|--||-|-|-
2025-07-11T16:01:10Z | 10.20.5.101 (Pod) | 10.20.10.55 (LIF) | TCP | 111 | BLOCKED 2025-07-
11T16:01:12Z | 10.20.5.101 (Pod) | 10.20.10.55 (LIF) | TCP | 2049 | BLOCKED What is the most likely cause of the connectivity failure?

A. The ONTAP system's data LIF is offline.
B. The application pod has incorrect mount options configured.
C. The AFF A-Series does not support the NFS protocol.
D. A network firewall between the pod's subnet and the storage subnet is blocking the required NFS ports.

Answer: D

NEW QUESTION # 101
An AI architect is reviewing the design for a new data lake. The primary requirement is to store petabytes of unstructured data (images, video, sensor logs) in a highly durable, scalable, and cost- effective manner. The data will be accessed via S3 API by various data processing and analytics applications.
The initial design proposes using a traditional Network Attached Storage (NAS) filer with a large number of disks. The architect reviews the proposal:
Proposed_System: Traditional NAS Filer
Protocol: NFSv4
Scalability_Model: Scale-up
Metadata_Handling: Centralized in filer head
Cost_per_GB: Moderate
Why is this proposed system a poor choice for a petabyte-scale data lake?

A. A NAS filer cannot be deployed on-premises.
B. A traditional scale-up NAS system will face scalability and cost-effectiveness challenges at the petabyte scale compared to an object storage system.
C. The S3 API cannot be used to access data stored on an NFS file system.
D. NFS is incapable of storing image or video files.

Answer: B

NEW QUESTION # 102
......

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