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Network Appliance NetApp Certified AI Expert Sample Questions:

1. A media company is building a new generative AI service. The project has two main components:
1. Data Lake & Fine-Tuning: A 300 TB repository of unstructured data (videos, images, text) stored as objects will be used to fine-tune a foundational model. This process requires a scalable, cost-effective storage solution that can integrate with cloud-native data processing tools like Apache Spark.
2. Inference & RAG: The fine-tuned model will be used in a customer-facing application that leverages Retrieval-Augmented Generation (RAG). To ensure low-latency responses, the RAG component requires extremely fast lookups from a 10 TB vector database.
The company needs a solution that optimizes both cost and performance for this entire lifecycle.
Which combination of NetApp technologies provides the most appropriate solution for this scenario?

A) Use a single, large NetApp ASA system for both the object data lake and the vector database.
B) Use NetApp StorageGRID for the data lake and a NetApp ASA system for the vector database.
C) Use NetApp E-Series for the data lake and a NetApp ASA system for the vector database.
D) Use NetApp Cloud Volumes ONTAP for the data lake and NetApp StorageGRID for the vector database.

2. 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) Enable deduplication and compression on all StorageGRID storage nodes.
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) Use NetApp SnapMirror to replicate the cold data to a different, lower-cost StorageGRID cluster.

3. What is the primary difference between C-Series and A-Series storage for AI workloads?

A) A-Series provides GPU-based acceleration, while C-Series only supports CPU-based workloads.
B) A-Series is for smaller-scale AI workloads, while C-Series supports large-scale, high-performance AI applications.
C) C-Series is designed for high-performance workloads, while A-Series focuses on cost-efficiency for general storage.
D) C-Series supports both file and object-based storage, while A-Series is optimized for object storage.

4. An architect is designing a global infrastructure for a company that develops AI for autonomous vehicles.
The design must accommodate three distinct locations and functions:
1. Edge (Test Tracks): Fleets of test cars generate 100s of TBs of sensor data per day. This data must be ingested locally with high performance.
2. Core (Primary Data Center): The raw data from all edge sites must be aggregated here. This location houses the primary data lake and the main GPU cluster for large-scale model training.
3. Cloud (Public Cloud Provider): Data scientists want to use cloud-native tools for experimental data processing and model development. They also need a cost-effective location for long-term archiving of raw data.
Which combination of deployment locations and NetApp technologies creates the most logical and efficient end-to-end solution?

A) Use Cloud Volumes ONTAP at the edge, NetApp StorageGRID at the core, and on-premises ONTAP for cloud archive.
B) Use NetApp E-Series at the edge, NetApp ASA at the core, and NetApp StorageGRID in the cloud.
Use SnapMirror to move data between all three tiers.
C) Use NetApp ONTAP systems at the edge and core, and Cloud Volumes ONTAP in the public cloud.
Use SnapMirror to replicate data from edge to core, and FabricPool to tier data from the core to the cloud.
D) Deploy a single, global NetApp StorageGRID across all three locations to act as a unified data plane.

5. The Chief Information Security Officer (CISO) is concerned about the risk of a ransomware attack encrypting the critical vector database hosted on the NetApp AFF A-Series. The CISO wants a solution that can proactively detect and block a live attack in real-time, not just recover from a backup after the fact.
Which NetApp security feature should the architect enable on the vector database volume to meet this requirement?

A) Autonomous Ransomware Protection (ARP)
B) NetApp Volume Encryption (NVE)
C) Multi-Admin Verification (MAV)
D) NetApp SnapLock (Compliance Mode)

Solutions: