Exam Name: NetApp Certified AI Expert Exam
Certification Provider: Network Appliance
Corresponding Certification: NetApp Certified AI Expert
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Updated: Oct 07, 2026
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Network Appliance NS0-901 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Security, Reliability, and Operations | 15% | - High availability and data protection - Cost management and efficiency - Data security and access control for AI - Monitoring, logging, and troubleshooting AI environments |
| Topic 2: NetApp AI Solutions and Architecture | 25% | - NetApp AI-ready infrastructure components - Storage architectures for AI workloads - ONTAP integration with AI frameworks - Scalability and performance optimization for AI - Data management and data pipeline design |
| Topic 3: AI Overview | 15% | - Algorithm types: supervised, unsupervised, reinforcement learning - AI deployment models: on-premises, cloud, edge - AI, machine learning, and deep learning concepts - Convergence of AI, high-performance computing, and analytics - AI industry use cases and applications |
| Topic 4: Cloud and Hybrid Cloud AI Deployment | 18% | - NetApp cloud data services for AI - Cloud-native AI solutions and integration - Data mobility and consistency across environments - Hybrid and multi-cloud AI architectures |
| Topic 5: AI Lifecycle | 27% | - Data preparation and management for AI - Model training, inference, and optimization - Predictive vs generative AI - AI governance, ethics, and compliance - AI lifecycle stages: design, training, deployment, monitoring |
Network Appliance NetApp Certified AI Expert Sample Questions:
A healthcare organization plans to use a large dataset of patient records to train a predictive model. Before training, they must identify and segregate all records containing Personally Identifiable Information (PII) to comply with privacy regulations. The data resides on an on- premises NetApp ONTAP cluster. The organization needs an automated tool to scan the data in- place and tag files containing PII without moving the data.
The project requirements are as follows:
Task: Identify PII in a large dataset.
Data_Location: On-premises ONTAP cluster.
Constraint: Data must not be moved from its source location for scanning.
Output: Tagged files containing PII.
Which NetApp tool is designed for this specific task?
- A. NetApp SnapMirror
- B. NetApp BlueXP classification
- C. NetApp FlexCache
- D. NetApp XCP
Correct Answer: B 🗳️
What is the primary difference between C-Series and A-Series storage for AI workloads?
- A. C-Series is designed for high-performance workloads, while A-Series focuses on cost-efficiency for general storage.
- B. C-Series supports both file and object-based storage, while A-Series is optimized for object storage.
- C. A-Series provides GPU-based acceleration, while C-Series only supports CPU-based workloads.
- D. A-Series is for smaller-scale AI workloads, while C-Series supports large-scale, high-performance AI applications.
Correct Answer: A 🗳️
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. An InfiniBand or RoCE-capable Ethernet network fabric.
- B. A 10GbE Ethernet network for all data traffic.
- C. A tiered storage architecture using NetApp FabricPool.
- D. GPUDirect Storage support on the storage system.
- E. NetApp StorageGRID as the primary storage for the training datasets.
Correct Answer: A,D 🗳️
An automotive company runs crash simulations on a dedicated High-Performance Computing (HPC) cluster and trains computer vision models on a separate AI cluster. Data scientists are complaining about the long delays required to move terabytes of simulation output data from the HPC storage to the AI cluster's storage before they can begin training.
The current data flow is as follows:
HPC Cluster -> --Manual Copy (NFS)--> -> AI Cluster
An architect has been asked to redesign the infrastructure to eliminate this data movement bottleneck.
Which architectural change would be most effective?
- A. Implement a converged data infrastructure where both the HPC and AI clusters access a single, high- performance data lake built on NetApp storage.
- B. Upgrade the network connection between the two storage systems to 200GbE.
- C. Install faster CPUs in the AI cluster's storage controllers.
- D. Use NetApp XCP to perform the data copy, as it is faster than a standard NFS copy.
Correct Answer: A 🗳️
The data science team in Azure reports that training jobs are taking longer than expected. An analysis of the Cloud Volumes ONTAP instance in Azure shows that the instance type is undersized for the I/O demands of the training workload. The architect needs to change the Azure VM instance type for the Cloud Volumes ONTAP system to a more powerful one.
The current configuration is:
Cloud_Provider: Azure
ONTAP_System: Cloud Volumes ONTAP (Single Node)
Current_Instance_Type: Standard_DS3_v2
Target_Instance_Type: Standard_E8s_v4
What is the most direct method to perform this operation using NetApp's management tools?
- A. Terminate the existing Cloud Volumes ONTAP instance and deploy a new one with the target instance type, then restore data from backup.
- B. SSH to the Cloud Volumes ONTAP instance and run an ONTAP command to modify the underlying VM.
- C. From the BlueXP Canvas, select the Cloud Volumes ONTAP working environment and use the
"Change Instance Type" action in the Features panel. - D. Use the Azure portal to manually change the VM instance type.
Correct Answer: C 🗳️
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