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Updated: Oct 12, 2026

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NS0-901 Practice Q&A's

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Network Appliance NS0-901 Exam Overview:

Certification Vendor:NetApp
Exam Name:NetApp Certified AI Expert Exam
Exam Number:NS0-901
Real Exam Qty:60
Passing Score:66%
Exam Duration:90 minutes
Exam Price:USD 250
Related Certifications:NetApp Certified AI Expert (NCAE)
Available Languages:English
Exam Format:Scenario-based, Multiple Choice
Sample Questions:Network Appliance NS0-901 Sample Questions
Exam Way:Online or at a Pearson VUE testing center
Official Syllabus URL:https://www.netapp.com/be-nl/certification-track/ai-expert/

Network Appliance NS0-901 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: AI Lifecycle27%- Generative AI Concepts
  • 1. Retrieval Augmented Generation (RAG)
  • 2. Hallucinations
  • 3. Fine-tuning
- Model Development
  • 1. Model building
  • 2. Inferencing
  • 3. Fine-tuning workflows
- Data Preparation
  • 1. NetApp BlueXP Classification
  • 2. XCP and CopySync
  • 3. Data aggregation and cleansing
- Predictive AI vs. Generative AI
  • 1. Distinction between predictive and generative AI
  • 2. Large Language Models (LLMs)
  • 3. Impact of generative content (text, images, video, decision-making)
Topic 2: AI Software Architectures18%- Development Tools
  • 1. NetApp DataOps Toolkit
  • 2. Jupyter notebooks vs. pipelines
- MLOps and LLMOps Ecosystems
  • 1. Understanding the software tools and platforms enabling AI at scale
- Scaling and Orchestration
  • 1. Leveraging BlueXP software tools
  • 2. Scaling AI workloads with Kubernetes
Topic 3: AI Overview15%- AI Convergence with HPC and Analytics
  • 1. Leveraging shared infrastructure for AI, HPC, and analytics
- Training vs. Inferencing vs. Predictions
  • 1. Distinguish between training and inference workloads
- AI Deployment Models
  • 1. Edge
  • 2. Benefits and risks of each model
  • 3. Cloud
  • 4. On-premises
- Machine Learning Fundamentals
  • 1. Understand the relationship between AI, machine learning, and deep learning
  • 2. Describe machine learning benefits
- Algorithm Types
  • 1. Supervised learning
  • 2. Unsupervised learning
  • 3. Reinforcement learning
- AI Industry Applications
  • 1. Digital twins
  • 2. Healthcare applications
  • 3. Agents
Topic 4: AI Common Challenges22%- Traceability and Optimization
  • 1. Optimizing data access and movement
  • 2. Maximizing performance in demanding AI workloads
  • 3. Ensuring traceability for code, data, and models
- Resource Management
  • 1. Sizing storage and compute resources effectively
  • 2. Controlling costs and securing storage
Topic 5: AI Hardware Architectures18%- Networking and Storage
  • 1. Storage architectures for AI
  • 2. Network protocols for AI workloads
- Infrastructure Topologies
  • 1. Data aggregation and compute topologies
- NetApp Architectures
  • 1. SuperPOD
  • 2. BasePod
  • 3. OVX architectures

Network Appliance NetApp Certified AI Expert Sample Questions:

Question #1

A financial services company has deployed a real-time fraud detection model at the edge. The model is designed for low-latency inference. However, monitoring reports indicate that the infrastructure costs are excessively high, and GPU utilization is consistently low. The architect reviews the deployment configuration.
Instance_Type: NVIDIA DGX A100 (8 GPUs)
Storage_Tier: High-Performance All-Flash (NetApp ASA)
Network: 100GbE RoCE
GPU_Utilization_Avg: 5%
Monthly_Cost: $15,000
Workload_Profile: Low-volume, sporadic, real-time predictions
What is the most likely cause of the high costs and low utilization?

  • A. The storage tier is too slow, causing the GPUs to wait for data.
  • B. The model was trained using supervised learning, which is inefficient for fraud detection.
  • C. The network latency is too high for an edge deployment.
  • D. The compute and storage infrastructure is sized for a large-scale training workload, not a lightweight inference workload.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Question #2

The company decides to establish a disaster recovery (DR) site in a secondary data center for the entire Digital Twin platform. The DR plan must protect the HPC data, the AI training data, and the central data lake.
The DR requirements are:
- RPO: 4 hours for all data.
- RTO: 24 hours for the entire platform.
- Process: The failover and failback process should be as automated as possible.
Which combination of technologies provides the most comprehensive DR solution?

  • A. Deploy a MetroCluster configuration spanning the primary and DR sites for all three storage systems.
  • B. Use NetApp SnapMirror for the ASA, StorageGRID replication for the data lake, and rely on tape backups for the E-Series/BeeGFS data.
  • C. Use BlueXP backup and recovery to back up all three storage systems (ASA, E-Series, StorageGRID) to a single cloud target.
  • D. Use NetApp SnapMirror for the ASA, StorageGRID's built-in replication for the data lake, and a host- based tool like 'rsync' for the E-Series/BeeGFS data, all orchestrated via BlueXP disaster recovery.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Question #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
Reveal Solution  Discussion  0

Correct Answer: A,C  🗳️

Question #4

The firm's data science team needs to run a high-priority, interactive model analysis job that requires immediate access to two GPUs. However, all GPUs in the cluster are currently allocated to long-running, lower-priority batch training jobs.
The MLOps platform, Run:AI, shows the following queue status:
JOB_ID | PROJECT | STATUS | PRIORITY | GPU_ALLOCATED
||--|-|
batch_job_1 | team_a | Running | Low | 2
batch_job_2 | team_a | Running | Low | 2
batch_job_3 | team_b | Running | Low | 4
interactive_1| team_c | Pending | High | 2 (requested)
How does the Run:AI platform address this resource contention to allow the high-priority job to run?

  • A. It sends an email notification to the administrator to manually reallocate the GPUs.
  • B. It automatically pauses one of the low-priority jobs, saves its state, and allocates its GPUs to the high- priority job, placing the paused job back in the queue.
  • C. It automatically terminates all low-priority jobs to free up the entire cluster.
  • D. It keeps the high-priority job in a pending state until the low-priority jobs complete naturally.
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Question #5

A distributed training job running on the AIPod fails to start. The MLOps engineer inspects the events for one of the pending training pods and sees the following message:
Events:
Type Reason Age From Message
- - - -
Warning FailedScheduling 5m12s default-scheduler 0/4 nodes are available: 4 node(s) had no available volume zone.
The PersistentVolumeClaim (PVC) for this pod specifies a StorageClass that uses the 'ontap-nas' Trident provisioner.
he Trident logs show no errors.
What is the most likely cause of this scheduling failure?

  • A. The training pod's container image does not exist in the registry.
  • B. The NetApp ASA storage system is offline.
  • C. The Kubernetes nodes do not have the necessary NFS client utilities installed.
  • D. The 'requiredTopology' in the StorageClass is misconfigured, preventing Trident from finding a valid ONTAP backend in the same zone as the available compute nodes.
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Once download and installed on your PC, you can practice NS0-901 test questions, review your questions & answers using two different options' practice exam' and 'virtual exam'.
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Yes, you will enjoy one year free update after purchase. If there is any update, our system will automatically send the updated study material to your payment email.

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Online Test Engine can supports Windows / Mac / Android / iOS, etc., because it is the software based on WEB browser. You can use it on any electronic device and practice with self-paced.
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PDF Version: can be read under the Adobe reader, or many other free readers, including OpenOffice, Foxit Reader and Google Docs.

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