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Network Appliance NetApp Certified AI Expert Sample Questions:

1. The HPC cluster generates simulation data at an extremely high rate, requiring a storage system that can handle massively parallel writes from hundreds of compute nodes simultaneously. Which storage system and file protocol combination is the most appropriate choice for the HPC cluster's high-performance scratch space?

A) A NetApp ASA system serving a single, large NFS volume.
B) A Cloud Volumes ONTAP instance with a standard file system.
C) A NetApp StorageGRID system accessed via the S3 protocol.
D) A NetApp E-Series system serving a BeeGFS parallel file system.

2. Due to the success of the "Advisor Assistant," the number of concurrent users is expected to double in the next quarter. The existing Kubernetes cluster is running at 80% of its GPU capacity during peak hours. The architect must propose a plan to scale the compute infrastructure to handle the increased load.
Which two strategies represent the most effective and scalable solutions? (Choose 2.)

A) Configure the Kubernetes Cluster Autoscaler to automatically add new nodes to the cluster from a predefined node pool when GPU demand exceeds current capacity.
B) Vertically scale the existing nodes by adding more RAM and CPU cores to each one.
C) Replace all existing GPUs with the next-generation model to increase the performance of each node.
D) Horizontally scale the cluster by adding new GPU-equipped nodes.
E) Manually deploy all new application replicas to a single, new, very large "super-node".

3. An architect is designing a cost-optimized storage solution for a large AI environment that has two distinct data temperature profiles:
1. Hot Data (200 TB): Actively used training sets and models requiring all-flash performance.
2. Cold Data (2 PB): Inactive, archived datasets and old model versions that must remain online but are infrequently accessed.
The solution must automatically manage data placement based on activity, without requiring manual intervention or changes to file paths. The environment consists of an on-premises data center and a public cloud account.
Which combination of NetApp technologies provides the most complete and cost-effective solution? (Select all that apply.)

A) Deploy a single, large Cloud Volumes ONTAP instance to hold both the hot and cold data tiers.
B) Deploy NetApp StorageGRID on-premises to serve as a cost-effective capacity tier for the cold data.
C) Use NetApp FabricPool to automatically and transparently tier cold data blocks from the AFF A- Series to the StorageGRID system.
D) Use NetApp SnapMirror to create a full copy of the 2 PB of cold data on the AFF A-Series for faster access if needed.
E) Use NetApp XCP to manually script the daily movement of cold files from the AFF system to StorageGRID.
F) Deploy a NetApp AFF A-Series system on-premises to serve as the high-performance tier for the hot data.

4. A security administrator is reviewing the configuration of a production ONTAP cluster after a compliance audit. The audit requires that all volumes containing financial data must be protected against ransomware. The administrator runs a command to check the status of Autonomous Ransomware Protection (ARP) on a critical volume.
The command and its output are as follows:
cluster-1::> security ransomware anti-ransomware show -vserver svm_finance -volume finance_q1_data Vserver: svm_finance Volume: finance_q1_data Autonomous Ransomware Protection Status: disabled Learning Mode: normal Dry Run Mode: false Action on Detection: notify Based on this output, what is the primary security risk for the 'finance_q1_data' volume?

A) The volume is vulnerable to ransomware because Autonomous Ransomware Protection is not enabled.
B) The volume is not part of any Snapshot schedule.
C) The action on detection is set only to "notify," which will not block the attack.
D) The learning mode is set to "normal," which may not detect zero-day attacks.

5. An organization's AI platform team needs to provide two distinct tiers of storage for their data scientists on a single Kubernetes cluster:
1. 'gold-tier': Extremely low-latency storage for active model training, using an all-flash NetApp ASA system.
2. 'bronze-tier': Cost-effective, high-capacity storage for data staging and archiving, using a NetApp StorageGRID system.
How should the platform team configure NetApp Trident to meet these requirements? (Select all that apply.)

A) Create two distinct StorageClasses, 'gold-tier' and 'bronze-tier'.
B) Create a single Trident backend that points to both the ASA and StorageGRID systems simultaneously.
C) Configure the 'gold-tier' StorageClass to reference the ASA backend.
D) Create two separate Trident backend configurations, one for the ASA ('backend-asa.yaml') and one for StorageGRID ('backend-sgrid.yaml').
E) Create a single StorageClass named 'multi-tier-storage' that references both backends.
F) Configure the 'bronze-tier' StorageClass to reference the StorageGRID backend.

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