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Instant Download Network Appliance : NS0-901 Questions & Answers as PDF & Test Engine
- Exam Code: NS0-901
- Exam Name: NetApp Certified AI Expert Exam
- Updated: Jul 05, 2026
- No. of Questions: 106 Questions and Answers
- Download Limit: Unlimited
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Network Appliance NetApp Certified AI Expert Sample Questions:
1. To comply with the security mandate, the architect must design a process to prevent client PII from the portfolio database from ever being included in the context sent to the LLM. Which two actions are required to build a robust and automated solution for this? (Choose 2.)
A) Use BlueXP classification to perform an initial scan of the portfolio database to identify and tag all columns containing PII.
B) Implement a data preparation step in the RAG pipeline that programmatically masks or excludes any data fields tagged as PII before the context is constructed.
C) Fine-tune the LLM on a sanitized dataset to teach it to ignore PII.
D) Move the entire client portfolio database to an encrypted, air-gapped system.
E) Rely on a disclaimer in the chatbot UI telling advisors not to enter queries related to specific clients.
2. What is the primary role of NetApp Trident in a Kubernetes environment designed for AI workloads?
A) To function as a container runtime interface for executing AI models.
B) To act as a dynamic storage orchestrator, provisioning persistent storage from NetApp backends on- demand for containerized applications.
C) To directly accelerate GPU computations using specialized drivers.
D) To provide a web-based IDE, like Jupyter, for data scientists to develop models.
3. An architect is designing a data pipeline for a predictive AI model that will forecast retail sales.
The pipeline must be robust, version-controlled, and efficient.
The proposed data flow is as follows:
1. Ingest: Raw sales data is copied daily from multiple point-of-sale (POS) systems to a central staging area on an on-premises ONTAP cluster.
2. Prepare: The raw data is messy. A data engineering team needs a clean, isolated, and writable copy of the latest daily data to perform cleansing and feature engineering tasks without impacting the original raw data.
3. Train: Once prepared, the cleansed dataset is used to retrain the predictive model on a GPU cluster.
This step must be repeatable with the exact same dataset for compliance.
4. Deploy: The newly trained model is pushed to production inference servers.
Which combination of NetApp technologies best supports this entire predictive AI lifecycle?
(Select all
that apply.)
A) Use NetApp XCP to efficiently aggregate the raw sales data from POS systems into the central staging area.
B) Use NetApp FlexClone to create an instantaneous, space-efficient, writable copy of the daily raw data for the data preparation stage.
C) Use BlueXP backup and recovery to perform the initial data ingest from the POS systems.
D) Use NetApp StorageGRID as the primary storage for the high-performance training stage.
E) Use a RAG architecture for the sales forecasting model.
F) Use NetApp Snapshots on the prepared dataset volume just before training to create an immutable, point-in-time version for compliance and reproducibility.
4. An AI infrastructure team is selecting a storage protocol for a new, high-performance computing (HPC) cluster that will be used for a weather modeling AI application. The application requires extremely high-throughput, parallel access from hundreds of compute nodes to a shared dataset.
The workload characteristics are as follows:
Access_Pattern: Massively parallel reads from many clients.
File_Type: Large, shared data files.
Latency_Sensitivity: High (for metadata operations).
Primary_Requirement: Maximum aggregate throughput.
Which storage protocol is best suited for this workload?
A) An object-based storage system using S3.
B) A parallel file system like BeeGFS or Lustre.
C) A block-based protocol using iSCSI.
D) A standard file-based system using NFS.
5. An organization recently suffered a ransomware attack that encrypted several volumes on their primary ONTAP storage system, including a critical volume containing curated training data. The security team needs to implement a solution that can proactively detect and block ransomware- like file I/O patterns and automatically create a secure Snapshot copy before any damage is done.
The current ONTAP configuration is as follows:
ONTAP_Version: 9.12.1
Security_Features: SnapLock (Compliance Mode) on archive volumes
Anti-Virus_Scan: Enabled (Vscan)
Ransomware_Detection: Not configured
Which ONTAP feature should be enabled to provide this proactive, automated protection?
A) Enable Autonomous Ransomware Protection (ARP).
B) Enable Multi-Admin Verification (MAV) on all volumes.
C) Use BlueXP backup and recovery to back up the volumes to the cloud more frequently.
D) Increase the frequency of scheduled Snapshots.
Solutions:
| Question # 1 Answer: A,B | Question # 2 Answer: B | Question # 3 Answer: A,B,F | Question # 4 Answer: B | Question # 5 Answer: A |
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