• Product and Solutions
  • Support and Training
  • Cloud Central
  • Community
  • Blog
  • Customer Stories
  • Contact
  • Contact
Menu bars
netapp-mark netapp-logo
English
    • English
    • 日本語
    • 한국어
    • 简体中文
    • 繁體中文
Available PDFs
  • PDF of this doc site
    • Artificial Intelligence
      • AI Converged Infrastructures
        • ONTAP AI with NVIDIA
        • EF-Series AI with NVIDIA
      • Data Pipelines, Data Lakes and Management
        • NetApp AI Control Plane
          • NetApp Trident Deployment and Configuration
          • Example Kubeflow Operations and Tasks
          • Example High-performance Jobs for ONTAP AI Deployments
        • MLRun Pipeline with Iguazio
          • Setup
          • Deploying the Application
      • Use Cases
        • Sentiment analysis with NetApp AI
        • Distributed training in Azure - Click-Through Rate Prediction
          • Setup
          • Click through rate prediction data processing and model training
        • Distributed Azure training - Lane detection
        • Hybrid Cloud AI Operating System with Data Caching
          • Solution Deployment and Validation Details
        • AI Inferencing at the Edge - NetApp with Lenovo ThinkSystem - Solution Design
        • Conversational AI using NVIDIA
          • Build a Virtual Assistant Using Jarvis, Cloud Sync, and NeMo
        • NetApp Orchestration Solution with Run:AI
          • Optimal Cluster and GPU Utilization with Run AI
    • Containers
      • DevOps with NetApp Astra
        • NetApp Storage Systems Overview
        • NetApp Storage Integrations Overview
        • Use Case Validations
      • Red Hat OpenShift with NetApp
        • Red Hat Openshift Overview
        • NetApp Storage Systems Overview
        • NetApp Storage Integrations Overview
          • NetApp Astra Control Center Overview
          • NetApp Astra Trident Overview
        • Advanced Configuration Options For OpenShift
          • Exploring Load Balancer Options
        • Solution Validation and Use Cases
          • Configure Multi-tenancy on Red Hat OpenShift with NetApp ONTAP
            • Configuration
        • Red Hat OpenShift Virtualization with NetApp ONTAP
          • Deployment
            • Workflows
        • Advanced Cluster Management for Kubernetes on Red Hat OpenShift with NetApp
          • Deployment
            • Features
      • Anthos with NetApp
        • Anthos Overview
        • NetApp Storage Systems Overview
        • NetApp Storage Integrations Overview
          • NetApp Astra Trident Overview
        • Advanced Configuration Options For Anthos
          • Exploring Load Balancer Options
      • Archived Solutions
        • Anthos on bare metal
    • Data Migration and Data Protection
      • Data Migration
        • Best-Practice Guidelines for NetApp XCP
          • Customer scenarios
      • Data Protection
      • Security
    • Enterprise Applications
    • Enterprise Databases
      • Oracle Database
        • Deploying Oracle Database
          • Automated Deployment of Oracle 19c for ONTAP on NFS
        • Oracle Database Data Protection
          • Automated Oracle Data Protection
      • Microsoft SQL Server
        • SQL Server on Azure NetApp Files
      • Hybrid Cloud Database Solutions with SnapCenter
        • Prerequisites configuration
        • Getting started overview
    • Modern Data Analytics
      • Big Data Analytics Data to Artificial Intelligence
      • Best practices for Confluent Kafka
      • NetApp hybrid cloud data solutions - Spark and Hadoop based on customer use cases
    • NetApp Hybrid Multi-Cloud with VMware
      • VMware for Public Cloud
        • VMware in the Hyperscalers Configuration
        • NetApp Storage in Hyperscaler Clouds
      • VMware Hybrid Cloud Use Cases
      • NetApp for GCP / GCVE
        • Security overview - NetApp Cloud Volumes Service (CVS) in Google Cloud
          • Architecture
          • NAS protocols
    • Virtualization
      • VMware Virtualization for ONTAP
        • NetApp ONTAP Benefits for VMware vSphere Administrators
        • VMware vSphere with ONTAP Best Practices
        • VMware Site Recovery Manager with NetApp ONTAP 9
        • VMware vSphere Automation
          • Traditional Block Storage Provisioning
          • Traditional File Storage Provisioning
      • VMware for Public Cloud
        • VMware in the Hyperscalers Configuration
        • NetApp Storage in Hyperscaler Clouds
      • VMware Hybrid Cloud Use Cases
      • Virtual Desktops
        • Virtual Desktop Services (VDS)
          • Hybrid Cloud VDI with NetApp Virtual Desktop Service
        • VMware Horizon
      • Demos and Tutorials
      • Blogs
        • NetApp and VMware Cloud Foundation (VCF)
    • Solution Automation
      • Setup the Ansible control node (For CLI based deployments) 
Collection of separate PDF docs

Creating your file...

This may take a few minutes. Thanks for your patience.
Your file is ready
  • NetApp Solutions Documentation
  • Artificial Intelligence
    • AI Converged Infrastructures
      • ONTAP AI with NVIDIA
        • ONTAP AI with NVIDIA DGX A100 Systems Design Guide
        • ONTAP AI with NVIDIA DGX A100 Systems Deployment Guide
        • ONTAP AI with NVIDIA DGX A100 Systems and Mellanox Spectrum Ethernet Switches Design Guide
        • ONTAP AI with NVIDIA DGX A100 Systems and Mellanox Spectrum Ethernet Switches Deployment Guide
      • EF-Series AI with NVIDIA
        • EF-Series AI with NVIDIA DGX A100 Systems and BeeGFS Design
        • EF-Series AI with NVIDIA DGX A100 Systems and BeeGFS Deployment
        • BeeGFS with NetApp E-Series Deployment Guide
      • BeeGFS with NetApp E-Series Reference Architecture
      • Deploying IBM Spectrum Scale with NetApp E-Series Storage
      • NetApp ONTAP and Lenovo ThinkSystem SR670 for AI and ML Model Training Workloads
      • NetApp AFF A800 and Fujitsu Server PRIMERGY GX2570 M5 for AI and ML Model Training Workloads
    • Data Pipelines, Data Lakes and Management
      • NetApp StorageGRID Data Lake for Autonomous Driving Workloads
      • NetApp AI Control Plane
        • Introduction
        • Concepts and Components
        • Hardware and Software Requirements
        • Kubernetes Deployment
        • NetApp Trident Deployment and Configuration
          • Trident Deployment
          • Example Trident Backends for ONTAP AI Deployments
          • Example Kubernetes StorageClasses for ONTAP AI Deployments
        • Kubeflow Deployment
        • Example Kubeflow Operations and Tasks
          • Overview
          • Provision a Jupyter Notebook Workspace for Data Scientist or Developer Use
          • Example Notebooks and Pipelines
        • Apache Airflow Deployment
        • Example Apache Airflow Workflows
        • Example Trident Operations
        • Example High-performance Jobs for ONTAP AI Deployments
          • Overview
          • Execute a Single-Node AI Workload
          • Execute a Synchronous Distributed AI Workload
        • Performance Testing
        • Conclusion
      • MLRun Pipeline with Iguazio
        • Introduction
        • Technology Overview
        • Software and Hardware Requirements
        • Network Device Failure Prediction Use Case Summary
        • Setup
          • Configuring Kubernetes Cluster
          • Define Persistent Volume Claim
        • Deploying the Application
          • Get Code from GitHub
          • Configure Working Environment
          • Deploy Grafana Dashboard
        • Conclusion
        • Where to Find Additional Information
      • NetApp DataOps Toolkit
      • Data Movement with E-Series and BeeGFS for AI and Analytics Workflows
    • Use Cases
      • Sentiment analysis with NetApp AI
        • Introduction
        • Use cases
        • Architecture
        • Design considerations
        • Deploying support-center sentiment analysis
        • Validation results
        • Videos and demos
        • Conclusion
        • Where to find additional information
      • Distributed training in Azure - Click-Through Rate Prediction
        • Introduction
        • Technology overview
        • Software requirements
        • Cloud resource requirements
        • Click-through rate prediction use case summary
        • Setup
          • Install and set up the AKS cluster
          • Create a delegated subnet for Azure NetApp Files
          • Peer AKS VNet and Azure NetApp Files VNet
          • Install Trident
          • Set up Dask with RAPIDS deployment on AKS using Helm
          • Azure NetApp Files performance tiers
        • Click through rate prediction data processing and model training
          • Libraries for data processing and model training
          • Load Criteo Click Logs day 15 in Pandas and train a scikit-learn random forest model
          • Load Day 15 in Dask and train a Dask cuML random forest model
          • Monitor Dask using native Task Streams dashboard
          • Training time comparison
          • Monitor Dask and RAPIDS with Prometheus and Grafana
          • Dataset and Model Versioning using NetApp DataOps Toolkit
          • Jupyter notebooks for Reference
        • Conclusion
        • Where to find additional information
        • Version history
      • Distributed Azure training - Lane detection
        • Solution overview
        • Lane detection – Distributed training with RUN AI
        • Conclusion
        • Additional information
      • Hybrid Cloud AI Operating System with Data Caching
        • Use Case Overview and Problem Statement
        • Solution Overview
        • Concepts and Components
        • Hardware and Software Requirements
        • Solution Deployment and Validation Details
          • ONTAP AI Deployment
          • Kubernetes Deployment
          • cnvrg.io Deployment
        • Conclusion
        • Acknowledgments
        • Where to Find Additional Information
      • Moving Data from a Big Data Environment to an AI Environment
      • AI Inferencing at the Edge - NetApp with Lenovo ThinkSystem - Solution Design
        • Introduction
        • Technology overview
        • Test plan
        • Test configuration
        • Test procedure
        • Test results
        • Architecture sizing options
        • Conclusion
      • Conversational AI using NVIDIA
        • Solution Overview
        • Solution Technology
        • Build a Virtual Assistant Using Jarvis, Cloud Sync, and NeMo
          • Jarvis Deployment
          • Customize States and Flows for Retail Use Case
          • Connect to Third-Party APIs as Fulfillment Engine
          • NetApp Retail Assistant Demonstration
          • Use NetApp Cloud Sync to Archive Conversation History
          • Expand Intent Models Using NeMo Training
        • Conclusion
        • Acknowledgments
        • Where to Find Additional Information
      • NetApp Orchestration Solution with Run:AI
        • Solution Overview
        • Solution Technology
        • Optimal Cluster and GPU Utilization with Run AI
          • Run AI Installation
          • Run AI Dashboards and Views
          • Creating Projects for Data Science Teams and Allocating GPUs
          • Submitting Jobs in Run AI CLI
          • Achieving High Cluster Utilization
          • Fractional GPU Allocation for Less Demanding or Interactive Workloads
          • Achieving High Cluster Utilization with Over-uota GPU Allocation
          • Basic Resource Allocation Fairness
          • Over-Quota Fairness
          • Saving Data to a Trident-Provisioned PersistentVolume
        • Conclusion
        • Testing Details for Section 4.8
        • Testing Details for Section 4.9
        • Testing Details for Section 4.10
        • Where to Find Additional Information
      • NetApp ONTAP AI for Autonomous Driving Workloads Solution Design
      • NetApp ONTAP AI Reference Architecture for Healthcare: Diagnostic Imaging
      • NetApp ONTAP AI Reference Architecture for Financial Services Workloads
      • AI Deployment with NetApp E-Series and BeeGFS
      • Quantum StorNext with NetApp E-Series Systems Design Guide
      • Quantum StorNext with NetApp E-Series Systems Deployment Guide
  • Containers
    • DevOps with NetApp Astra
      • DevOps Overview
      • NetApp Storage Systems Overview
        • NetApp ONTAP
      • NetApp Storage Integrations Overview
        • NetApp Astra Control Center Overview
        • NetApp Astra Trident Overview
      • Use Case Validations
        • Integrate Protection into CI/CD Pipelines with NetApp Astra Control
        • Leverage Astra Control to facilitate Post-mortem Analysis and Restore the Application
        • Accelerating Software Development with NetApp FlexClones
      • Videos / Demos
      • Additional Information
    • Red Hat OpenShift with NetApp
      • Red Hat Openshift Overview
        • OpenShift on Bare Metal
        • OpenShift on Red Hat OpenStack Platform
        • OpenShift on Red Hat Virtualization
        • OpenShift on VMware vSphere
      • NetApp Storage Systems Overview
        • NetApp ONTAP
        • NetApp Element
      • NetApp Storage Integrations Overview
        • NetApp Astra Control Center Overview
          • Register your Red Hat OpenShift Clusters
          • Choose the Applications to Protect
          • Protect your Applications
        • NetApp Astra Trident Overview
          • NetApp ONTAP NFS
          • NetApp ONTAP iSCSI
          • NetApp Element iSCSI
      • Advanced Configuration Options For OpenShift
        • Exploring Load Balancer Options
          • MetalLB
          • F5 BIG-IP
        • Creating Private Image Registries
      • Solution Validation and Use Cases
        • Deploy a Jenkins CI/CD Pipeline with Persistent Storage
        • Configure Multi-tenancy on Red Hat OpenShift with NetApp ONTAP
          • Overview
          • Architecture
          • Configuration
            • Prerequisites
            • Cluster Administrator Tasks
            • Storage Administrator Tasks
            • Validation
            • Scaling
      • Red Hat OpenShift Virtualization with NetApp ONTAP
        • Overview
        • Deployment
          • Prerequisites
          • Deploy via operator
          • Workflows
            • Create VM
            • VM Live Migration
            • VM Cloning
            • Create VM from a Snapshot
      • Advanced Cluster Management for Kubernetes on Red Hat OpenShift with NetApp
        • Overview
        • Deployment
          • Prerequisites
          • Deploy via operator
          • Features
            • Cluster Lifecycle Management
            • Application Lifecycle Management
            • Governance and Risk
            • Observability
            • Creating Resources
      • Videos / Demos
      • Additional Information
    • Anthos with NetApp
      • Anthos Overview
        • Anthos Clusters on VMware
        • Anthos on bare metal
      • NetApp Storage Systems Overview
        • NetApp ONTAP
        • NetApp Element
      • NetApp Storage Integrations Overview
        • NetApp Astra Trident Overview
          • NetApp ONTAP NFS
          • NetApp ONTAP iSCSI
          • NetApp Element iSCSI
      • Advanced Configuration Options For Anthos
        • Exploring Load Balancer Options
          • F5 BIG-IP
          • SeeSaw
      • Solution Validation and Use Cases
      • Videos / Demos
      • Additional Information
    • Archived Solutions
      • Anthos on bare metal
        • Solution overview
        • Solution requirements
        • Deployment summary
        • Solution validation
        • Conclusion
        • Where to find additional information
  • Data Migration and Data Protection
    • Data Migration
      • Best-Practice Guidelines for NetApp XCP
        • Introduction
        • NetApp XCP
        • Migration workflow
        • File analytics
        • Deployment steps
        • Sizing guidelines
        • Performance tuning
        • Customer scenarios
          • Overview
          • Data lake to ONTAP NFS
          • High-performance computing to ONTAP NFS
          • Using the XCP Data Mover to migrate millions of small files to flexible storage
          • Using the XCP Data Mover to migrate large files
          • Duplicate files
          • Specific date-based scan and copy of data
          • Creating a CSV file from SMB/CIFS share
          • Data migration from 7-Mode to ONTAP
          • CIFS data migration with ACLs From a source storage box to ONTAP
        • Best practice guidelines and recommendations
        • Troubleshooting
        • Where to find additional information
        • Version history
    • Data Protection
      • NetApp E-Series and Commvault Data Platform V11
      • E-Series and EF-Series Reference Architecture and Storage Best Practices with Veeam Backup & Replication 9.5
      • Deploying Veritas NetBackup with NetApp E-Series Storage
    • Security
      • NIST Security Controls for FISMA with HyTrust for Multitenant Infrastructure
  • Enterprise Applications
    • SAP & SAP HANA
  • Enterprise Databases
    • Oracle Database
      • Oracle 19c RAC Databases on FlexPod DataCenter with Cisco UCS and NetApp AFF A800 over FC
      • SAP with Oracle on UNIX and NFS with NetApp Clustered Data ONTAP
      • Deploying Oracle Database
        • Deploy Oracle Database on NetApp ONTAP
        • Automated Deployment of Oracle 19c for ONTAP on NFS
          • Getting Started and Requirements
          • Automated Oracle 19c AWX/Tower Deployment
          • Automated Oracle 19c CLI Deployment
      • Oracle Database Data Protection
        • Automated Oracle Data Protection
          • Getting Started and Requirements
          • Automated Oracle Data Protection for AWX/Tower
      • Oracle Databases on NetApp EF-Series
    • Microsoft SQL Server
      • SQL Server on Azure NetApp Files
        • Factors to consider
        • Reference design (real-time high-level design)
        • Conclusion
        • Where to find additional information
      • SAP with Microsoft SQL Server on Windows Using Clustered Data ONTAP
      • Modernizing Microsoft SQL Server
      • Best Practices Guide for Microsoft SQL Server with NetApp EF-Series
    • Hybrid Cloud Database Solutions with SnapCenter
      • Introduction
      • Solution architecture
      • Solution requirements
      • Prerequisites configuration
        • Prerequisites on-premises
        • Prerequisites for the public cloud
      • Getting started overview
        • Getting started on-premises
        • Getting Started with AWS public cloud
      • Workflow for dev/test bursting to cloud
      • Disaster recovery workflow
  • Modern Data Analytics
    • Big Data Analytics Data to Artificial Intelligence
      • Introduction
      • Customer challenges
      • Data mover solution
      • Data mover solution for AI
      • GPFS to NetApp ONTAP NFS
      • HDFS and MapR-FS to ONTAP NFS
      • Business benefits
      • GPFS to NFS - Detailed steps
      • MapR-FS to ONTAP NFS
      • Where to find additional information
    • Best practices for Confluent Kafka
      • Introduction
      • Solution architecture details
      • Technology overview
      • Confluent verification
      • Performance tests with scalability
      • Confluent s3 connector
      • Confluent self-rebalancing clusters
      • Best practice guidelines
      • Sizing
      • Conclusion
    • NetApp hybrid cloud data solutions - Spark and Hadoop based on customer use cases
      • Solution overview
      • Data fabric powered by NetApp for big data architecture
      • Hadoop data protection and NetApp
      • Overview of Hadoop data protection use cases
      • Use case 1 - Backing up Hadoop data
      • Use case 2 - Backup and disaster recovery from the cloud to on-premises
      • Use case 3 - Enabling DevTest on existing Hadoop data
      • Use case 4 - Data protection and multicloud connectivity
      • Use case 5 - Accelerate analytic workloads
      • Conclusion
    • Different Solutions for Different Analytics Strategies Solution Brief
    • NetApp StorageGRID with Splunk SmartStore
    • NetApp E-Series E5700 and Splunk Enterprise
    • Apache Spark Workload with NetApp Storage Solution (Deployment Guide)
  • NetApp Hybrid Multi-Cloud with VMware
    • VMware for Public Cloud
      • Overview
      • VMware Cloud on Hyperscaler Clouds
      • Supported Configurations
      • VMware in the Hyperscalers Configuration
        • Configure VMC for AWS
        • Configure AVS for Azure
        • Configure GCVE for GCP
      • NetApp Storage in Hyperscaler Clouds
        • Guest Connected storage for VMC
        • Guest Connected storage for AVS
        • Guest Connected storage for GCVE
      • Summary and Conclusion
    • VMware Hybrid Cloud Use Cases
      • Use Case Overview
      • Solutions for AWS / VMC
      • Solutions for Azure / AVS
      • Solutions for GCP / GCVE
    • NetApp for AWS / VMC
    • NetApp for Azure / AVS
    • NetApp for GCP / GCVE
      • Security overview - NetApp Cloud Volumes Service (CVS) in Google Cloud
        • Overview
        • How Cloud Volumes Service in Google Cloud secures your data
        • Security considerations and attack surfaces
        • Architecture
          • Architecture overview
          • Cloud Volumes Service architecture
          • Control plane architecture
          • Data plane architecture
          • Data encryption in transit
          • Data encryption at rest
          • Firewall
        • NAS protocols
          • NAS protocols overview
          • Basics of NAS protocols
          • NFS
          • SMB
          • Dual-protocol/multiprotocol
          • Considerations for creating Active Directory connections
          • Other NAS Infrastructure service dependencies (KDC, LDAP, DNS)
        • Service operation
        • Additional information
  • Virtualization
    • Get Started With NetApp and VMware
    • VMware Virtualization for ONTAP
      • NetApp ONTAP Benefits for VMware vSphere Administrators
        • Introduction
        • Unified Storage
        • Storage Efficiencies
        • Virtual Volume and Storage Policy Based Management
        • Hybrid Cloud
      • VMware vSphere with ONTAP Best Practices
        • ONTAP capabilities for vSphere
        • Best practices
        • Other capabilities for vSphere
        • ONTAP and vSphere release-specific information
        • Recommended ESXi host and other ONTAP settings
        • Where to find additional information
        • Contact us
      • VMware Site Recovery Manager with NetApp ONTAP 9
        • New features with SRM and ONTAP Tools
        • Deployment best practices
        • Operational best practices
        • Replication topologies
        • Troubleshooting SRM when using vVols replication
        • Conclusion
        • Additional Information
      • ONTAP tools for VMware vSphere - Product Security
      • VMware vSphere Automation
        • Traditional Block Storage Provisioning
          • VMFS - Fibre Channel
          • VMFS - Fibre Channel over Ethernet
          • VMFS - iSCSI
          • VMFS - NVMe over Fabric
        • Traditional File Storage Provisioning
          • NFS - v3
          • NFS - v4.1
      • What's New with ONTAP for VMware vSphere
    • VMware for Public Cloud
      • Overview
      • VMware Cloud on Hyperscaler Clouds
      • Supported Configurations
      • VMware in the Hyperscalers Configuration
        • Configure VMC for AWS
        • Configure AVS for Azure
        • Configure GCVE for GCP
      • NetApp Storage in Hyperscaler Clouds
        • Guest Connected storage for VMC
        • Guest Connected storage for AVS
        • Guest Connected storage for GCVE
      • Summary and Conclusion
    • VMware Hybrid Cloud Use Cases
      • Use Case Overview
    • Virtual Desktops
      • Virtual Desktop Services (VDS)
        • Hybrid Cloud VDI with NetApp Virtual Desktop Service
          • Use Cases
          • NetApp Virtual Desktop Service Overview
          • NetApp HCI Overview
          • NVIDIA Licensing
          • Deployment
          • Hybrid Cloud Environment
          • Single Server Load Test with Login VSI
          • Management Portal
          • User Management
          • Workspace Management
          • Application Management
          • ONTAP features for Virtual Desktop Service
          • Data Management
          • Operation Management
          • Tools and Logs
          • GPU Considerations
          • Solutions for industry
          • Conclusion
          • Where to Find Additional Information
        • ESG Technical Validation: VDI at Enterprise Scale with NetApp Virtual Desktop Service
      • VMware Horizon
        • End User Computing with VMware (Design Guide)
        • End User Computing with VMware and NVIDIA GPUs (Design Guide)
        • End User Computing with VMware and NVIDIA GPUs (Deployment Guide)
        • End User Computing with VMware for 3D Graphics
      • FlexPod Desktop Virtualization Solutions
    • Demos and Tutorials
      • Videos
    • Blogs
      • NetApp and VMware Cloud Foundation (VCF)
        • Part 1: Getting Started
        • Part 2: VCF and ONTAP principal storage
        • Part 3: VCF and Element principal storage
        • Part 4: ONTAP Tools for VMware and supplemental storage
      • Optimize storage for cloud-based VMware deployments
      • Get started with Azure VMware Solution using NetApp-based cloud offerings
  • Solution Automation
    • Introduction
    • Getting started with NetApp solution automation and Ansible
    • Setup the Ansible control node (For CLI based deployments)
      • For RHEL/ CentOS machines
      • For Ubuntu / Debian machines
    • Setup AWX / Ansible Tower (For AWX / Tower based deployments)
    • Gather Pre-requisites For CVO and Connector Deployments
    • Cloud Volumes Automation via Terraform
    • Request automation
  • FlexPod Solutions
  • Legacy NetApp HCI Solutions
  • Change Log
  • About NetApp Solutions
  • Legal Notices
  • docs.netapp.com
  • NetApp Solutions

Search results

  • © 2022 NetApp, Inc.
  • Terms of Use
  • Privacy Policy
  • Cookie Policy
  • Cookie Settings
  • Have feedback for our website? Let us know
  • Announcements
  • blog blog@
  • community community@
  • twitter twitter@
  • facebook facebook@
  • linkedin linkedin@
  • youtube youtube@
  • slideshare slideshare@