Which of the following best describes the difference between data lakes, data warehouses, and lakehouses?

• A.Data lakes store data in cloud storage, data warehouses store it in traditional databases, and lakehouses store it in external drives.
• B.Data lakes store raw, unstructured data, data warehouses store structured data, and lakehouses combine the features of both.
• C.Data lakes store structured data, data warehouses store unstructured data, and lakehouses store only real-time data.
• D.Data lakes store metadata, data warehouses store transaction data, and lakehouses store archival data.

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

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The architect is designing the complete, automated data pipeline from the on-premises data center to the Azure cloud for this medical imaging project. The design must prioritize security, efficiency, and reproducibility.
Which sequence of actions provides the most robust and automated solution?

• A.Use BlueXP classification to scan the on-prem data; use a DataOps Toolkit script to trigger a FlexClone of the source volume for anonymization; use SnapMirror to replicate the anonymized clone to Cloud Volumes ONTAP; then begin training in Azure.
• B.Use FabricPool to automatically tier all raw data to Azure Blob storage, then mount the blob container to the training VMs.
• C.Manually copy raw data to Azure, run a cloud-based script to anonymize it, then start training.
• D.Use SnapMirror to replicate the raw, sensitive data to Azure first, then run BlueXP classification in the cloud to find PII.

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A junior administrator is attempting to delete an old, unused Snapshot copy from a production volume to reclaim space but receives an error. The administrator is certain they are using the correct command and have the appropriate 'vsadmin' role.
The command and error are shown below:
cluster-1::> volume snapshot delete -vserver svm_prod -volume app_data -snapshot nightly.2025- 06-15_0015 Error: command failed: This operation is not permitted. Deletion of Snapshot copy "nightly.2025-
06-15_0015" on volume "app_data" in Vserver "svm_prod" requires approval.
Use the "security multi-admin-verify approval show" command to view pending approvals.
What is the most likely reason the administrator cannot delete the Snapshot?

• A.The Snapshot is locked by a SnapMirror relationship.
• B.The 'vsadmin' role does not have permission to delete Snapshots.
• C.The volume is protected by SnapLock, and the Snapshot has not reached its expiry date.
• D.Multi-Admin Verification (MAV) is enabled, and the destructive operation requires approval from another designated administrator.

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