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Network Appliance NetApp Certified AI Expert Sample Questions:

1. An AI research team is experiencing slow model training times. Their performance monitoring indicates that the GPUs are frequently idle, waiting for data. They want to implement a single technology change to create a more direct data path between their storage and GPUs.
Their current setup is as follows:
Compute: Server with NVIDIA A100 GPUs
Storage: NetApp AFF A-Series (All-Flash)
Network: 100GbE Ethernet
Data_Path: Storage -> Host CPU/Memory -> GPU Memory
Which technology should the architect recommend to specifically address this data path inefficiency?

A) A faster CPU in the server
B) NetApp FabricPool
C) GPUDirect Storage
D) NetApp SnapMirror

2. The architect needs to design an efficient data flow to move curated training sets from the central StorageGRID data lake to the high-performance NetApp ASA system used by the AI cluster. The process must be manageable from a single interface and should be automatable. Which two NetApp technologies should be used to implement this data pipeline stage? (Choose 2.)

A) NetApp FabricPool to automatically tier the data from StorageGRID to the ASA.
B) A custom Python script using the NetApp DataOps Toolkit to trigger the data movement.
C) A manual copy process using an S3 client on a bastion host.
D) NetApp BlueXP copy and sync service to create and manage the data synchronization relationship between the S3 source and the NFS/CIFS destination.
E) NetApp SnapMirror to replicate data from the StorageGRID object store to the ASA's file system.

3. A new team of external auditors requires read-only access to the raw financial product documentation stored in the StorageGRID data lake. The data is in a bucket named 'prod-docs'.
The security team must ensure the auditors can list and read objects but cannot write, delete, or modify any data. Which is the most appropriate method to grant this specific access?

A) Configure an NFS export policy on the 'prod-docs' bucket and provide the auditors with the mount path.
B) Create a new group and user within StorageGRID, and attach an S3 group policy that explicitly allows only 's3:GetObject' and 's3:ListBucket' actions on the 'prod-docs' bucket.
C) Provide the auditors with the root access keys for the StorageGRID system.
D) Create a new StorageGRID tenant account for the auditors with full S3 access.

4. A research lab uses a fleet of autonomous drones to collect high-resolution aerial imagery for agricultural analysis. The drones land at a remote edge location and offload their data. The AI models for image analysis are trained at a central data center. The team is using NetApp SnapMirror to replicate the data from the edge to the core. However, the data scientists are complaining that the datasets arriving at the data center are often incomplete or corrupted.
An administrator reviews the SnapMirror configuration and status via the BlueXP API:
{
"source": { "workingEnvironmentId": "OnPrem-Edge-Filer-1", "volumeName": "drone_data_raw" },
"destination": { "workingEnvironmentId": "Core-Datacenter-A800", "volumeName":
"drone_data_replicated" },
"mirrorState": "broken-off",
"relationshipStatus": "idle",
"unhealthyReason": "Transfer failed. Destination volume is out of space.", "lastTransferInfo": {
"transferError": "No space left on device"
}
}
What is the direct cause of the incomplete datasets at the data center?

A) The network connection between the edge and the core is unreliable.
B) The source volume at the edge location has become corrupted.
C) The SnapMirror relationship is broken because the destination volume at the core data center has run out of capacity.
D) The BlueXP Connector does not have the correct permissions to manage the SnapMirror relationship.

5. The company's finance department mandates a cost-control strategy for the petabyte-scale StorageGRID data lake. The analysis shows that 80% of the simulation data is not accessed after
90 days but must be retained for five years for regulatory compliance. Which StorageGRID feature should the architect use to automatically reduce the long-term storage costs for this inactive data?

A) Use NetApp SnapMirror to replicate the cold data to a different, lower-cost StorageGRID cluster.
B) Implement a FabricPool policy to tier the data to a NetApp ASA system.
C) Configure an Information Lifecycle Management (ILM) policy that automatically moves objects older than 90 days to a lower-cost cloud archive tier, such as Amazon S3 Glacier Deep Archive.
D) Enable deduplication and compression on all StorageGRID storage nodes.

Solutions: