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Network Appliance NetApp Certified AI Expert Sample Questions:

1. An architect is designing the storage and network infrastructure for a new, large-scale AI cluster dedicated to training foundational models. The primary design goal is to achieve the highest possible data throughput and the lowest latency to ensure multi-million dollar GPU resources are never idle. Which two technologies are essential to include in the design to achieve this goal?
(Choose 2.)

A) GPUDirect Storage support on the storage system.
B) A 10GbE Ethernet network for all data traffic.
C) An InfiniBand or RoCE-capable Ethernet network fabric.
D) NetApp StorageGRID as the primary storage for the training datasets.
E) A tiered storage architecture using NetApp FabricPool.

2. A company is running its AI training workloads on a NetApp AFF A-Series system. To manage costs, they want to automatically move inactive training datasets and older model checkpoints from the high- performance all-flash tier to a lower-cost object storage tier, such as an on- premises StorageGRID or a public cloud bucket. The process must be transparent to the data scientists and not require changes to their scripts or file paths.
Which two NetApp technologies should be combined to achieve this goal? (Choose 2.)

A) NetApp SnapMirror
B) NetApp FabricPool
C) NetApp StorageGRID
D) NetApp XCP
E) NetApp FlexCache

3. Which of the following platforms can be used to manage containerized AI workloads on Kubernetes? (Choose two)

A) RunAI
B) TensorFlow Extended
C) KubeFlow
D) Google VertexAI

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

5. An internal audit requires the firm to prove the exact state of the financial product documentation that was used by the chatbot to answer a specific query from last Tuesday. The query log shows the request was processed at '2025-07-11T14:30:00Z'. The data pipeline that updates the vector database runs daily at midnight.
Which NetApp technology allows the team to instantly access an immutable, point-in-time version of the vector database volume as it existed on that specific day?

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

Solutions: