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Network Appliance NS0-901 Exam Syllabus Topics:

Network Appliance NetApp Certified AI Expert Sample Questions:

Question 1

A financial services company is required by regulators to be able to trace any version of their deployed fraud detection model back to the exact dataset and source code commit used to train it.
The current MLOps workflow is as follows:
Code_Repository: Git (commit hash: a1b2c3d4)
Dataset_Location: /vol/prod_data/fraud_dataset_v3
Storage_System: NetApp ONTAP 9
Model_Output: /vol/models/fraud_model_v3.2
Which NetApp technology should be used to create an immutable, point-in-time, and space- efficient copy of the dataset that can be linked to the specific code commit and model version?

A. NetApp FlexClone
B. NetApp SnapMirror
C. NetApp FabricPool
D. NetApp Snapshots

Question 2

The firm's CFO is concerned about the rising costs of the on-premises AI infrastructure. A storage utilization report shows that of the 200 TB of data on the high-performance AFF A-Series, 150 TB consists of inactive, older versions of product documents that are rarely accessed but must be kept online for regulatory reasons.
The current storage landscape is:
- Performance Tier: NetApp AFF A-Series (200 TB used)
- Capacity Tier: NetApp StorageGRID (1.5 PB used)
What is the most effective and automated solution to reduce the storage cost of the performance tier without impacting data accessibility?

A. Implement NetApp FabricPool to automatically tier the inactive data blocks from the AFF A-Series to the StorageGRID system.
B. Manually identify and delete the 150 TB of inactive data from the AFF A-Series.
C. Purchase an additional, larger AFF A-Series system to gain better storage efficiency through deduplication.
D. Use NetApp SnapMirror to replicate the entire 200 TB volume to the StorageGRID system and then delete the source.

Question 3

An AI platform administrator is trying to deploy a new GenAI toolkit using the BlueXP Workload Factory. The deployment fails, and the administrator examines the API response from BlueXP.
{
"jobId": "we-deploy-genai-987zy",
"status": "FAILED",
"statusCode": 403,
"message":
"Forbidden: The service principal or user account used by the Connector does not have the required permissions on the target subscription to create a new resource group.
Required permission: 'Microsoft.Resources/subscriptions/resourcegroups/write'." } Based on this API response, what is the root cause of the deployment failure?

A. The selected ONTAP version does not support the GenAI toolkit.
B. The BlueXP Connector is offline and cannot communicate with the cloud provider.
C. The Azure service principal associated with the BlueXP Connector lacks the necessary IAM role to create resource groups.
D. The GenAI toolkit requires a specific license that has not been added to the BlueXP digital wallet.

Question 4

A junior administrator is attempting to delete an old, unused Snapshot copy from a production volume to reclaim space but receives an error. The administrator is certain they are using the correct command and have the appropriate 'vsadmin' role.
The command and error are shown below:
cluster-1::> volume snapshot delete -vserver svm_prod -volume app_data -snapshot nightly.2025- 06-15_0015 Error: command failed: This operation is not permitted. Deletion of Snapshot copy "nightly.2025-
06-15_0015" on volume "app_data" in Vserver "svm_prod" requires approval.
Use the "security multi-admin-verify approval show" command to view pending approvals.
What is the most likely reason the administrator cannot delete the Snapshot?

A. Multi-Admin Verification (MAV) is enabled, and the destructive operation requires approval from another designated administrator.
B. The Snapshot is locked by a SnapMirror relationship.
C. The volume is protected by SnapLock, and the Snapshot has not reached its expiry date.
D. The 'vsadmin' role does not have permission to delete Snapshots.

Question 5

A university is building a shared AI research platform. They have two primary requirements:
1. Performance: A "hot" research area for active model training and development that requires the absolute lowest latency and highest throughput to support multiple, simultaneous GPU- intensive jobs.
The data in this area is around 50 TB.
2. Capacity & Cost: A "cold" data lake to store over 5 PB of raw, unstructured experimental data that is infrequently accessed but must be retained for compliance and future use. This tier must be as costeffective as possible.
Which combination of NetApp hardware and technologies should an architect select to build a complete, optimized, and cost-effective solution? (Select all that apply.)

A. Use a NetApp All-SAN Array (ASA) system for the 50 TB high-performance "hot" research area.
B. Use a standard 10GbE network for all connectivity to reduce costs.
C. Enable GPUDirect Storage on the ASA system to provide the lowest latency data path to the GPUs.
D. Implement NetApp FabricPool to automatically tier inactive data from the ASA system to the StorageGRID data lake.
E. Use NetApp StorageGRID to build the 5 PB cost-effective data lake.
F. Use NetApp E-Series systems for both the hot tier and the cold data lake to simplify management.

Solutions: