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Network Appliance NetApp Certified AI Expert Exam Sample Questions (Q70-Q75):
NEW QUESTION # 70
The data scientists report that their Kubernetes-based data preparation jobs are failing. The pods are stuck in a 'Pending' state.
An MLOps engineer runs 'kubectl describe pvc data-prep-pvc-01' and sees the following event:
Type Reason Age From Message
- - - -
Warning ProvisioningFailed 2m15s trident-orchestrator-7b... failed to provision volume with StorageClass "bronze-tier": backend unavailable: no healthy backend with satisfying attributes for storage class "bronze-tier" The engineer checks the Trident backend configurations and finds no backend associated with the "bronze-tier" StorageClass.
What is the root cause of the failure?
- A. The Kubernetes scheduler is unable to find a node with enough resources for the pods.
- B. The data preparation pods do not have the correct security permissions.
- C. The PersistentVolumeClaim is referencing a StorageClass that has no configured or healthy Trident backend to provision storage from.
- D. The StorageGRID data lake is offline, preventing the creation of new volumes.
Answer: C
NEW QUESTION # 71
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. From the BlueXP Canvas, select the Cloud Volumes ONTAP working environment and use the
"Change Instance Type" action in the Features panel. - B. SSH to the Cloud Volumes ONTAP instance and run an ONTAP command to modify the underlying VM.
- C. Terminate the existing Cloud Volumes ONTAP instance and deploy a new one with the target instance type, then restore data from backup.
- D. Use the Azure portal to manually change the VM instance type.
Answer: A
NEW QUESTION # 72
Which of the following are typical requirements for inferencing in AI models? (Choose two)
- A. Extensive training data
- B. Cloud-based inference only
- C. Pre-trained models
- D. Loading the model into memory
Answer: C,D
NEW QUESTION # 73
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. Use NetApp SnapMirror to replicate the cold data to a different, lower-cost StorageGRID cluster.
- C. Implement a FabricPool policy to tier the data to a NetApp ASA system.
- D. 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.
Answer: D
NEW QUESTION # 74
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. Use NetApp FabricPool to automatically and transparently tier cold data blocks from the AFF A- Series to the StorageGRID system.
- C. Deploy a NetApp AFF A-Series system on-premises to serve as the high-performance tier for the hot data.
- D. Use NetApp XCP to manually script the daily movement of cold files from the AFF system to StorageGRID.
- E. Deploy NetApp StorageGRID on-premises to serve as a cost-effective capacity tier for the cold data.
- F. 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.
Answer: B,C,E
NEW QUESTION # 75
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