{"id":771411,"date":"2020-03-16T15:15:56","date_gmt":"2020-03-16T22:15:56","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=771411"},"modified":"2023-01-19T11:12:18","modified_gmt":"2023-01-19T19:12:18","slug":"virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education","title":{"rendered":"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education"},"author":6391,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[37101],"tags":[150382,575081,31921,24931],"industry":[],"product":[36561,36991],"class_list":["post-771411","blog","type-blog","status-publish","format-standard","hentry","category-announcements","tag-arcgispro","tag-coronavirus","tag-education","tag-virtualization","product-arcgis-pro","product-arcgis-desktop"],"acf":{"short_description":"Virtualization of ArcGIS classroom activities from the cloud and on-premises platforms","flexible_content":[{"acf_fc_layout":"image","image":{"ID":773791,"id":773791,"title":"ezgif.com-gif-maker","filename":"ezgif.com-gif-maker.gif","filesize":97959,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/ezgif.com-gif-maker.gif","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education\/ezgif-com-gif-maker-2","alt":"","author":"6391","description":"","caption":"","name":"ezgif-com-gif-maker-2","status":"inherit","uploaded_to":771411,"date":"2020-03-16 17:22:43","modified":"2020-03-16 17:22:43","menu_order":0,"mime_type":"image\/gif","type":"image","subtype":"gif","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":449,"height":291,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/ezgif.com-gif-maker-213x200.gif","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/ezgif.com-gif-maker.gif","medium-width":403,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/ezgif.com-gif-maker.gif","medium_large-width":449,"medium_large-height":291,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/ezgif.com-gif-maker.gif","large-width":449,"large-height":291,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/ezgif.com-gif-maker.gif","1536x1536-width":449,"1536x1536-height":291,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/ezgif.com-gif-maker.gif","2048x2048-width":449,"2048x2048-height":291,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/ezgif.com-gif-maker.gif","card_image-width":449,"card_image-height":291,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/ezgif.com-gif-maker.gif","wide_image-width":449,"wide_image-height":291}},"image_position":"right","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p>The coronavirus (COVID-19) is causing\u00a0many universities and colleges to virtualize their classes. \u00a0Schools that have not considered or postponed a decision to virtualize\u00a0their GIS classes using\u00a0ArcGIS Pro and\u00a0ArcMap\u00a0are\u00a0revaluating\u00a0their options.\u00a0 Those that have experimented with virtualizing ArcGIS\u00a0Pro\u00a0are\u00a0seriously considering how to expand their virtualized offering.<\/p>\n<p>&nbsp;<\/p>\n<p>Recently we\u00a0have\u00a0fielded\u00a0questions\u00a0on how to virtualize\u00a0especially ArcGIS Pro and ArcMap.<\/p>\n<p>For some classes this is an easy shift to simple webinars, however for other classes it is not as simple.\u00a0 Classroom labs provide hardware and\u00a0licensed\u00a0software to various users who may need those resources to succeed in the curriculum.<\/p>\n<p>&nbsp;<\/p>\n<p>Fortunately,\u00a0the virtualization of\u00a0Esri\u00a0technology, especially ArcGIS Pro and ArcMap is well tested across many platforms.\u00a0\u00a0Cloud providers (Amazon AWS, Microsoft Azure, Oracle Cloud, and Google Cloud) have options in place that can support your needs and deliver a successful user experience using ArcMap or ArcGIS Pro.\u00a0Below we\u2019ll outline the options available, best practices and available online documentation.<\/p>\n"},{"acf_fc_layout":"sidebar","content":"<h3 style=\"text-align: center\"><strong>A quick explanation of Virtualization:<\/strong><\/h3>\n<p><em>\u00a0<\/em><em>Virtualization is the act of creating a virtual version of a computing resource. Virtualization can move workloads from individual PCs to a powerful server that is on premise or in the cloud.\u00a0 This allows multiple users to share powerful compute resources.\u00a0 In this case, multiple people can use ArcGIS Pro (or ArcMap) running in virtual machines on a server even if their own laptops are not capable of running ArcGIS Pro (i.e., they have insufficient RAM, or they have Macs). The individual laptops act as thin clients that interact with virtual machines running ArcGIS on the server (or in the cloud).\u00a0 <\/em><\/p>\n<p><em>More on virtualization at: <\/em><a href=\"https:\/\/en.wikipedia.org\/wiki\/Virtualization\"><em>https:\/\/en.wikipedia.org\/wiki\/Virtualization<\/em><\/a><\/p>\n","image_reference":false,"layout":"standard","image_reference_figure":"","snippet":"","spotlight_name":"","section_title":"","position":"Right","spotlight_image":false},{"acf_fc_layout":"content","content":"<h1>Special considerations<\/h1>\n<p>ArcGIS Pro and ArcMap have different technical requirements that need to be considered when they are virtualized. \u00a0ArcMap is straightforward to virtualize with few special requirements. \u00a0ArcGIS Pro is a graphics heavy, multi-threaded application that delivers a wide range of GIS functionality with incredible visualization power. \u00a0To deliver this it requires GPU resources to be delivered in physical and virtualized environments. \u00a0The GPU resources are widely available in both cloud and on-premise virtualization environments.\u00a0 The connection between the virtualized machine with GPU resources and the client is very important. \u00a0Normal network bandwidth needed to sustain a good user experience is normally 4-8mbs at a minimum.<\/p>\n<p>&nbsp;<\/p>\n<p>Summary of the requirements needed to virtualize ArcGIS Pro:<\/p>\n<ul>\n<li>Virtual Machine must have access to a GPU (pass-through or shared)<\/li>\n<li>Virtual Machine needs to have enough CPU and RAM<\/li>\n<li>Virtual Machine must have adequate network bandwidth with the client<\/li>\n<li>Remote Access Client to the VM (RDP, Teradici, DCV NICE, etc)<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>Most of the testing and use of ArcGIS Pro in virtualized environments have used Nvidia GPUs, drivers and GPU sharing technology. \u00a0Recent testing of Azure and AWS VMs using shared AMD GPUs was promising.<\/p>\n<p>&nbsp;<\/p>\n<p>When planning the virtualization infrastructure and GPUs to deliver a classroom experience it\u2019s important to identify the exercises and use cases that are used. \u00a0For most use cases a lower cost GPU will handle the load well. \u00a0For use cases that put a heavy load on the GPU a more capable GPU is required, which normally costs more. This includes use cases such as heavy 3D visualization, spatial analytics and deep learning.<\/p>\n<p>&nbsp;<\/p>\n<p>Much of this information is available in a newly published<\/p>\n<h3><a href=\"https:\/\/www.esri.com\/content\/dam\/esrisites\/en-us\/media\/pdf\/virtualization-of-arcgis-pro.pdf\">Esri ArcGIS Pro Virtualization White Paper<\/a>.<\/h3>\n<p>This document is a good place to begin when researching how ArcGIS Pro is virtualized.<\/p>\n<p>Another very good doc which the ArcGIS Pro team contributed to is the<\/p>\n<h3><a href=\"https:\/\/www.nvidia.com\/content\/dam\/en-zz\/Solutions\/design-visualization\/solutions\/resources\/documents1\/nvidia_quadro_vdws_app_sizing_guide_for_esri_final.pdf\">NVIDIA Quadro Virtual Data Center Workstation Application Sizing Guide for Esri ArcGIS Pro<\/a><\/h3>\n<p>&nbsp;<\/p>\n<p>Additional docs and links are provided below.<\/p>\n"},{"acf_fc_layout":"content","content":"<h1>Virtualization <u>On-Premise<\/u><\/h1>\n<p>On-premise virtualization of ArcGIS Pro and ArcMap is well tested and documented. The major virtualization vendors (VMWare, Citrix) have platforms that support ArcGIS Pro delivering very good user experience.\u00a0 It\u2019s important for the virtualization environment to be properly architected and configured to deliver a good user experience.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>VMware&#8211;<\/strong> VMware Horizon is an effective on-premise virtual desktop infrastructure (VDI) solution for virtualizing ArcGIS Pro. \u00a0Horizon is a heavily used VDI platform and supports one of the most important requirements for virtualizing ArcGIS Pro: \u00a0shared and pass-through GPU to the virtual machine (VM).<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Citrix&#8211;<\/strong> Citrix Virtual Apps and Desktops provides an On-Premise virtual desktop infrastructure (VDI) solution that can deliver ArcGIS Pro with a powerful user experience.\u00a0 It is worth noting that the Virtual Apps (formerly XenApp) is not recommended for ArcGIS Pro, however it is capable of supporting ArcMap.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Hyper-V&#8211;<\/strong> Microsoft Hyper-V is a native hypervisor to the Windows Server operating system. This hypervisor is built into the operating system and can be enabled by accessing a server role. \u00a0GPU support for Hyper-V requires a GPU being installed in a Pass-through mode using DDA, this adequately provides ArcGIS Pro with the necessary GPU resources. \u00a0\u00a0Due to the nature of this technology, we find this solution suited toward less demanding workloads.\u00a0 Configuring and setting up to run with Hyper-V is relatively easy, provided the hardware has the proper configuration to support the implementation.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Nutanix Acropolis (AHV) &#8212;<\/strong>\u00a0Acropolis Hypervisor (AHV) offers a flexible hypervisor that supports GPU backed virtual machines as part of the Nutanix Hyper Converged solution.\u00a0 Nutanix hyper converged solutions offer \u201cinfrastructure in a box\u201d supporting compute, network and storage functionality.\u00a0 Unlike a single server appliance approach, this implementation can be a bit more complex but offers wide varieties of scalability and functionality without sacrificing large amounts of rack space.\u00a0 Using AHV also requires the use of Citrix Virtual Apps and Desktops (formerly XenDesktop) to support and connect to VMs.\u00a0 For additional information on Nutanix click the following link.<\/p>\n<p><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/virtualizing-arcgis-pro-on-nutanix-hyper-converged-infrastructure\/\">https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/virtualizing-arcgis-pro-on-nutanix-hyper-converged-infrastructure\/<\/a><\/p>\n"},{"acf_fc_layout":"content","content":"<h3>Hardware used for on-premise virtualization<\/h3>\n<p>All hardware vendors provide a wide range of servers that can support on-premise virtualization.\u00a0 The key to selecting the right hardware is to design it to be scalable\u00a0 and capable of supporting the needs of ArcGIS Pro.\u00a0 Below is a list of some of the most common servers used.<\/p>\n<ul>\n<li><strong>Dell\u00a0 \u00a0&#8211; {Poweredge R740, R730, etc}<\/strong><\/li>\n<li><strong>Cisco &#8211; {UCS C240 m5, C480 M5, etc}<\/strong><\/li>\n<li><strong>HPE\u00a0 \u00a0&#8211; {ProLiant DL380 Gen 10, etc}<\/strong><\/li>\n<\/ul>\n<p>These vendors each have various offerings that can be used, a key component is to select a proper configuration, below is a sample of a reliable configuration:<\/p>\n<ul>\n<li>Two (2) Twenty-Four Core Intel\u00aeXeon\u00ae Platinum 8160 2.1 GHz Processors, 33MB Cache<\/li>\n<li>Three (3) NVIDIA Tesla T4 Graphics Cards with 16GB of memory<\/li>\n<li>256 GB RAM (16 x 16 GB RDIMMs)<\/li>\n<li>Six (6) x 800GB Solid State 12Gbps SAS Hard Drives with RAID 10<\/li>\n<li>RAID Controller, 8GB NV Cache<\/li>\n<li>DVD+\/-RW SATA Internal Drive<\/li>\n<li>Two (2) Dual Port 10GbE BASE-T and One (1) 5720 Dual Port 1GbE BASE-T Network Card<\/li>\n<li>Dual 1600W Hot-plug, Redundant Power Supplies<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>Esri has an ArcGIS Pro Virtualization Appliance that is designed on a Dell platform. It is available now, off the shelf. It can also be used as a template when architecting virtualization servers on other HW platforms.<\/p>\n<p><a href=\"https:\/\/www.esri.com\/content\/dam\/esrisites\/en-us\/media\/pdf\/hardware-partners\/dell\/DellVirtualizationAppliance.pdf\">https:\/\/www.esri.com\/content\/dam\/esrisites\/en-us\/media\/pdf\/hardware-partners\/dell\/DellVirtualizationAppliance.pdf<\/a><\/p>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"content","content":"<p><strong>ArcGIS Pro on Mac&#8211;<\/strong> Installing Parallels onto a Mac allows the Mac hardware to host a Windows file based VM, similar to VMWare workstation.\u00a0 This allows windows applications to then be run on the windows VM yet accessed from the MacOS environment.\u00a0 This gives the feel of a native Mac application, yet it\u2019s running from the windows VM. \u00a0Parallels offers an ability to run ArcGIS Pro in a way that creates a user experience that feels like you\u2019re running a native Mac application. \u00a0This is different than Bootcamp, which is the partitioning of the hard drive to host separate operating systems.\u00a0 using a Mac with Parallels 15 and configured as described in the link below should run ArcGIS Pro 2.3 and later with an acceptable user experience.<\/p>\n<p><a href=\"https:\/\/pro.arcgis.com\/en\/pro-app\/get-started\/run-pro-on-a-mac.htm\">https:\/\/pro.arcgis.com\/en\/pro-app\/get-started\/run-pro-on-a-mac.htm<\/a><\/p>\n<p><a href=\"https:\/\/www.parallels.com\/\">https:\/\/www.parallels.com\/<\/a><\/p>\n"},{"acf_fc_layout":"content","content":"<h1>Virtualization <u>Cloud<\/u><\/h1>\n<p>Virtualizing ArcGIS Pro in the cloud has a wide range of options from all the major cloud providers.<\/p>\n<p>Cloud Providers have added all the necessary technology required to support ArcGIS Pro. \u00a0This includes GPU resources\u2014either shared or pass-through\u2014just like On-Premise and physical environments.<\/p>\n<p>&nbsp;<\/p>\n<p>There are such a large number of options available to virtualize ArcGIS Pro in the cloud that users must be careful in the instance type chosen. \u00a0New choices are made available frequently.\u00a0 The ArcGIS Pro team has an ongoing virtualization test effort, working with vendors to identify useable instance types and configurations.<\/p>\n<p>&nbsp;<\/p>\n<h3>AWS&#8211; the AWS cloud platform provides a wide range of options to successfully deliver ArcGIS Pro from the cloud to a user.\u00a0 This includes VMs with dedicated GPUs, streaming technology to deliver ArcGIS Pro in a browser, and on-demand GPUs that can be attached to existing VMs.<\/h3>\n<p>&nbsp;<\/p>\n<p><strong>EC2 G4 Instances<\/strong> \u2013 These instances have all the power you need and provide graphics and compute support from an NVIDIA T4 GPU.\u00a0 Although these systems are new and have yet to be blogged about, they have been used to deliver classes running Geospatial Deep Learning at University of California San Diego.\u00a0 The G4 instances provide excellent resources to support heavy workloads, making them capable for use with Deep Learning events, ArcGIS Pro and CityEngine activities.<\/p>\n<p><a href=\"https:\/\/aws.amazon.com\/ec2\/instance-types\/g4\/\">https:\/\/aws.amazon.com\/ec2\/instance-types\/g4\/<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong>EC2 with Elastic Graphics and DCV NICE Client<\/strong> \u2013 Using a wide range of choices of EC2 instance types you can addon the GPU with a single check box during setup.\u00a0 Using Elastic graphics attaches an AMD GPU to the system providing support for 3D functions.\u00a0 This is an option that seems to work best to 2D and lightweight 3D work.<\/p>\n<p><a href=\"https:\/\/aws.amazon.com\/ec2\/elastic-graphics\/\">https:\/\/aws.amazon.com\/ec2\/elastic-graphics\/<\/a><\/p>\n<p><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/arcgis-pro-with-amazon-ec2-and-elastic-graphics\/\">https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/3d-gis\/arcgis-pro-with-amazon-ec2-and-elastic-graphics\/<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong>AppStream<\/strong><strong>\u00a02.0<\/strong> \u2013 EC2 backend supported VDI but configured as a fully managed application streaming service.\u00a0 Using AppStream you centrally manage your applications to deliver them to the user from the convenience of an HTML 5 browser.\u00a0 This makes delivering ArcGIS Pro possible with this GPU enabled platform possible and convenient as it can then be done from any support browser on a laptop, desktop, tablet or phone.\u00a0 This is convenient for various learning environments; however, these are not persistent instances.\u00a0 AppStream has a time limitation, once assigned the AppStream pool resets after seven days.<\/p>\n<p><a href=\"https:\/\/aws.amazon.com\/appstream2\/\">https:\/\/aws.amazon.com\/appstream2\/<\/a><\/p>\n<p><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/administration\/arcgis-pro-streamed-from-the-cloud-yes\/\">https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/administration\/arcgis-pro-streamed-from-the-cloud-yes\/<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p><strong>Workspaces Graphics Bundles\u00a0and GraphicsPro Bundles<\/strong>\u2013\u00a0These cloud-based workstations have been a stable option for ArcGIS Pro users for several years.\u00a0 These instance types offer the use of a NVIDIA M60 GPU paired with Amazon client to connect to the system, providing a great user experience and can be setup with relative ease.\u00a0 These systems are more capable and more expensive than AppStream. This instance type is a persistent platform that are designed with long-term use in mind.\u00a0 It is worth noting that the limitation with this system and the M60 GPU that powers the graphics rendering is that it must be set in either a compute or graphics mode to support the given function.\u00a0 In this case the GPU is configured to deliver graphics and provide a rich visual experience.<\/p>\n<p><a href=\"https:\/\/aws.amazon.com\/blogs\/aws\/new-gpu-powered-amazon-graphics-workspaces\/\">https:\/\/aws.amazon.com\/blogs\/aws\/new-gpu-powered-amazon-graphics-workspaces\/<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h3>Azure &#8212; Providing a wide range of GPU backed instances. The instance types are concentrated in the N-Series VMs.<\/h3>\n<p>&nbsp;<\/p>\n<p><strong>NC-series (NC6) <\/strong>\u2013Offers exceptional compute and support for 2D work.\u00a0 NC6 has often been used to support classes running ArcGIS Pro that involve compute focused tasks.\u00a0 Due to the GPU (NVIDIA M60) being used to support GPU dependent functionality and not for graphics rendering it is not ideal for workloads that are graphics intensive or displaying 3D.<\/p>\n<p>&nbsp;<\/p>\n<p>***Note*** NC6 and NV6 share the same basic design and use the NVIDIA M60 GPU.\u00a0 The limitation with the M60 GPU is that it must be set in either a compute or graphics mode to support the given function.\u00a0 Therefore, the product is split into NC (Compute) and NV (Visualization or Graphics) and is two separate products.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>NV-series (NV6)<\/strong> &#8211; Stable platform able to deliver ArcGIS pro for several years.\u00a0 Strong and reliable and easy to configure and run 3D workloads.\u00a0 Similar in design to the NC6, however the NV6 is configured to use the GPU to present graphics in including 3D workloads.<\/p>\n<p>&nbsp;<\/p>\n<p><strong>NVv4-series<\/strong>\u00a0\u2013\u00a0Newly released options that offers four configurations that can support ArcMap and ArcGIS Pro users.\u00a0 More information will be coming very soon from\u00a0Esri\u00a0with a published blog addressing this platform.\u00a0 Systems are power AMD CPU and GPUs.<\/p>\n<p>Summary:<\/p>\n<p>NV4- Good for 2D user<\/p>\n<p>NV8 \u2013 Good for 2D use as well as light 3D use<\/p>\n<p>NV16 \u2013 Solid platform for medium to heavy 3D use<\/p>\n<p>NV32 \u2013 Good for heavy 3D with large datasets and heavy analysis needs<\/p>\n<p><a href=\"https:\/\/docs.microsoft.com\/en-us\/azure\/virtual-machines\/sizes-gpu\">https:\/\/docs.microsoft.com\/en-us\/azure\/virtual-machines\/sizes-gpu<\/a><\/p>\n<p>&nbsp;<\/p>\n"},{"acf_fc_layout":"sidebar","content":"<div id=\"content-left\" class=\"content-left\">\n<div id=\"rail-share-bar\">\n<h3 id=\"social-icons-desktop\">What is a bare metal environment?<\/h3>\n<aside>&#8220;A bare metal environment is a computer system or network in which a virtual machine is installed directly on hardware rather than within the host operating system (OS). The term &#8220;bare metal&#8221; refers to a hard disk, the usual medium on which a computer&#8217;s OS is installed.&#8221;<\/aside>\n<\/div>\n<\/div>\n<aside><\/aside>\n<aside><\/aside>\n<div id=\"content-left\" class=\"content-left\">\n<div id=\"rail-share-bar\">\n<aside>More information on bare metal platform can be found at: <a href=\"https:\/\/tinyurl.com\/srjx8ue\">https:\/\/tinyurl.com\/srjx8ue<\/a><\/aside>\n<\/div>\n<\/div>\n","image_reference":false,"layout":"standard","image_reference_figure":"","snippet":"","spotlight_name":"","section_title":"","position":"Right","spotlight_image":false},{"acf_fc_layout":"content","content":"<p><strong>Oracle Cloud<\/strong>&#8212; Oracle Virtual Machines offer a platform for large amounts of data and an ability to host server applications in addition to ArcMap and ArcGIS Pro backed by NVIDIA GPUs (P100, and V100).\u00a0\u00a0 This platform is a hosted single tenant bare metal environment, similar to a node-based infrastructure yet remotely accessible.\u00a0 This platform offers lots of capacity and functionality.\u00a0 For very high-end users this could be an ideal option.\u00a0 This is also a platform you host larger amounts of infrastructure such as Enterprise GDBs or webservers, etc.<\/p>\n<p><a href=\"https:\/\/www.oracle.com\/cloud\/compute\/virtual-machines.html\">https:\/\/www.oracle.com\/cloud\/compute\/virtual-machines.html<\/a><\/p>\n<p>&nbsp;<\/p>\n<p><strong>Google Cloud\u00a0(GCP)&#8211;<\/strong> Various offerings with GPU backed systems from NVIDIA (K80, P100, P4, T4, V100)\u00a0\u00a0 Google like the other cloud providers offers is own hosted platform and delivers with a suite of GPU options. Google was the first to offer the NVIDIA T4 from the cloud. \u00a0GCP backed by a T4 offered a very worthy system that can deliver ArcGIS Pro from the cloud. Testing with this system had indicated the use of the windows RDP client was enough to provide the desired user experience. \u00a0\u00a0Limited testing has been conducted with GCP but the results during testing provided a solid experience.<\/p>\n<p><a href=\"https:\/\/cloud.google.com\/compute\/docs\/gpus\">https:\/\/cloud.google.com\/compute\/docs\/gpus<\/a><\/p>\n"},{"acf_fc_layout":"content","content":"<h1>Connecting the VM to the client<\/h1>\n<p>&nbsp;<\/p>\n<p>There are several ways to connect the VM to the client, including RDP, Teradici, and NICE DVC.\u00a0 Remotely connecting to a physical machine using RDP is a very common practice.\u00a0 It is done in the workplace daily to share information in meetings.\u00a0 It\u2019s therefore also common to use RDP to connect to a VM because it\u2019s familiar and inexpensive.\u00a0 However, RDP does have limitations that can hinder functionality as well as hinder the user experience.\u00a0 It\u2019s not uncommon to see slower performance when connecting to a lab machine running on a LAN while connecting with a client on an external network.\u00a0 This inconsistency and possibly egraded performance can stem from network latency between the lab hosted machine, and the client (student) connecting from an external source.<\/p>\n<p>&nbsp;<\/p>\n<p>With several of the cloud hosted systems RDP is ideal to connect as it is an inexpensive alternative. \u00a0Azure N-series instances work quite well with RDP, as do some of the EC2, such as the previously mentioned G4 instances.\u00a0 In some of these systems the providers such as Amazon have a client that you can use for workspaces, or in the case of Elastic Graphics the recommendations is to use the NICE DCV clients.\u00a0 Using these client helps to improve the experience where RDP does not necessarily deliver.\u00a0 For these types of connections with the Cloud hosted systems, these providers have networks that are designed with additional hardware (load balancers) to support this infrastructure and maintain a good connection and user experience.<\/p>\n<p>&nbsp;<\/p>\n<p>Click the following link for Pros and Cons of using RDP:<\/p>\n<p><a href=\"https:\/\/blog.techinline.com\/2019\/10\/07\/microsoft-windows-remote-desktop-review\/\">https:\/\/blog.techinline.com\/2019\/10\/07\/microsoft-windows-remote-desktop-review\/<\/a><\/p>\n<p>&nbsp;<\/p>\n<p>With using Cloud and On-Prem Virtualization systems you need to connect the virtual machine residing in the Cloud or in the server room with the client machine that is used to work and visualize the VM. VMWare has the Horizon client which can be configured to use either PCoIP or Blast Extreme. These two protocols offer a good user experience and in some cases Blast Extreme offers an ideal option as it uses less network bandwidth and can be used from an HTML 5 browser. Citrix has HDX and delivers its experience from a browser and uses the Citrix Workspace client to deliver the VM to the client machine. Teradici and NICE DCV can be used by any of these systems however in some cases garner and additional cost. NICE DCV can be used with AWS EC2 instances for free, with other platforms it\u2019s an additional cost.<\/p>\n"},{"acf_fc_layout":"content","content":"<h2><\/h2>\n<h2>Conclusions<\/h2>\n<p>We have discussed several options available to provide a satisfactory experience for students and instructors who would like to use their own laptops to access ArcGIS (ArcGIS Pro or ArcMap) remotely. The Esri Education team is available, with the support of the Esri Virtualization team, to assist our education users in choosing the right solution for their needs.<\/p>\n"},{"acf_fc_layout":"content","content":"<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>If you have questions on how to Virtualize ArcGIS Pro you can email the Esri Performance Engineering team:<\/h2>\n<p><a href=\"mailto:ArcGISProVirtualization@esri.com\">ArcGISProVirtualization@esri.com<\/a><\/p>\n<p>&nbsp;<\/p>\n"}],"authors":[{"ID":6391,"user_firstname":"Ryan","user_lastname":"Danzey","nickname":"Ryan Danzey","user_nicename":"rdanzey","display_name":"Ryan Danzey","user_email":"RDanzey@esri.com","user_url":"","user_registered":"2018-03-02 00:18:20","user_description":"Esri Performance Engineering.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/06\/10_Ryan-Danzey_3-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":6341,"user_firstname":"John","user_lastname":"Meza","nickname":"john2069","user_nicename":"john2069","display_name":"John Meza","user_email":"jmeza@esri.com","user_url":"","user_registered":"2018-03-02 00:18:17","user_description":"Performance Engineering Team Lead.\r\nEsri SW Product Engineering\r\nRedlands, CA","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/JohnHeadshot-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"related_articles":[{"ID":769661,"post_author":"6391","post_date":"2020-03-12 15:02:44","post_date_gmt":"2020-03-12 22:02:44","post_content":"","post_title":"Announcing the New ArcGIS Pro Virtualization White Paper","post_excerpt":"","post_status":"publish","comment_status":"open","ping_status":"closed","post_password":"","post_name":"announcing-the-new-arcgis-pro-virtualization-white-paper","to_ping":"","pinged":"","post_modified":"2020-03-12 15:02:44","post_modified_gmt":"2020-03-12 22:02:44","post_content_filtered":"","post_parent":0,"guid":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=769661","menu_order":0,"post_type":"blog","post_mime_type":"","comment_count":"7","filter":"raw"}],"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2020\/03\/RyanDanzey_Virtualization-1-1.png","wide_image":false},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.9 (Yoast SEO v25.9) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education\" \/>\n<meta property=\"og:site_name\" content=\"ArcGIS Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/esrigis\/\" \/>\n<meta property=\"article:modified_time\" content=\"2023-01-19T19:12:18+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:site\" content=\"@ESRI\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":[\"Article\",\"BlogPosting\"],\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education\"},\"author\":{\"name\":\"Ryan Danzey\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/ddfe450c1e76390ee372ecfa1e496af7\"},\"headline\":\"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education\",\"datePublished\":\"2020-03-16T22:15:56+00:00\",\"dateModified\":\"2023-01-19T19:12:18+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education\"},\"wordCount\":14,\"commentCount\":4,\"publisher\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#organization\"},\"keywords\":[\"ArcGISPro\",\"coronavirus\",\"Education\",\"Virtualization\"],\"articleSection\":[\"Announcements\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education\",\"name\":\"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education\",\"isPartOf\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#website\"},\"datePublished\":\"2020-03-16T22:15:56+00:00\",\"dateModified\":\"2023-01-19T19:12:18+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.esri.com\/arcgis-blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#website\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/\",\"name\":\"ArcGIS Blog\",\"description\":\"Get insider info from Esri product teams\",\"publisher\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.esri.com\/arcgis-blog\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#organization\",\"name\":\"Esri\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png\",\"contentUrl\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png\",\"width\":400,\"height\":400,\"caption\":\"Esri\"},\"image\":{\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/esrigis\/\",\"https:\/\/x.com\/ESRI\",\"https:\/\/www.linkedin.com\/company\/5311\/\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/ddfe450c1e76390ee372ecfa1e496af7\",\"name\":\"Ryan Danzey\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/06\/10_Ryan-Danzey_3-213x200.jpg\",\"contentUrl\":\"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/06\/10_Ryan-Danzey_3-213x200.jpg\",\"caption\":\"Ryan Danzey\"},\"description\":\"Esri Performance Engineering.\",\"sameAs\":[\"https:\/\/www.linkedin.com\/in\/ryandanzey\/\"],\"url\":\"https:\/\/www.esri.com\/arcgis-blog\/author\/rdanzey\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education","og_locale":"en_US","og_type":"article","og_title":"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education","og_url":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education","og_site_name":"ArcGIS Blog","article_publisher":"https:\/\/www.facebook.com\/esrigis\/","article_modified_time":"2023-01-19T19:12:18+00:00","twitter_card":"summary_large_image","twitter_site":"@ESRI","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":["Article","BlogPosting"],"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education#article","isPartOf":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education"},"author":{"name":"Ryan Danzey","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/ddfe450c1e76390ee372ecfa1e496af7"},"headline":"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education","datePublished":"2020-03-16T22:15:56+00:00","dateModified":"2023-01-19T19:12:18+00:00","mainEntityOfPage":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education"},"wordCount":14,"commentCount":4,"publisher":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#organization"},"keywords":["ArcGISPro","coronavirus","Education","Virtualization"],"articleSection":["Announcements"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education","url":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education","name":"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education","isPartOf":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#website"},"datePublished":"2020-03-16T22:15:56+00:00","dateModified":"2023-01-19T19:12:18+00:00","breadcrumb":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.esri.com\/arcgis-blog\/"},{"@type":"ListItem","position":2,"name":"Virtualization of ArcGIS Pro from the Cloud and On-Premise platforms to support Higher Education"}]},{"@type":"WebSite","@id":"https:\/\/www.esri.com\/arcgis-blog\/#website","url":"https:\/\/www.esri.com\/arcgis-blog\/","name":"ArcGIS Blog","description":"Get insider info from Esri product teams","publisher":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.esri.com\/arcgis-blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.esri.com\/arcgis-blog\/#organization","name":"Esri","url":"https:\/\/www.esri.com\/arcgis-blog\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/","url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png","contentUrl":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2018\/04\/Esri.png","width":400,"height":400,"caption":"Esri"},"image":{"@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/esrigis\/","https:\/\/x.com\/ESRI","https:\/\/www.linkedin.com\/company\/5311\/"]},{"@type":"Person","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/ddfe450c1e76390ee372ecfa1e496af7","name":"Ryan Danzey","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.esri.com\/arcgis-blog\/#\/schema\/person\/image\/","url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/06\/10_Ryan-Danzey_3-213x200.jpg","contentUrl":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2019\/06\/10_Ryan-Danzey_3-213x200.jpg","caption":"Ryan Danzey"},"description":"Esri Performance Engineering.","sameAs":["https:\/\/www.linkedin.com\/in\/ryandanzey\/"],"url":"https:\/\/www.esri.com\/arcgis-blog\/author\/rdanzey"}]}},"text_date":"March 16, 2020","author_name":"Multiple Authors","author_page":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/announcements\/virtualization-of-arcgis-from-the-cloud-and-on-premise-platforms-to-support-higher-education","custom_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2025\/08\/Newsroom-Keyart-Wide-1920-x-1080.jpg","primary_product":"ArcGIS Pro","tag_data":[{"term_id":150382,"name":"ArcGISPro","slug":"arcgispro","term_group":0,"term_taxonomy_id":150382,"taxonomy":"post_tag","description":"","parent":0,"count":8,"filter":"raw"},{"term_id":575081,"name":"coronavirus","slug":"coronavirus","term_group":0,"term_taxonomy_id":575081,"taxonomy":"post_tag","description":"","parent":0,"count":34,"filter":"raw"},{"term_id":31921,"name":"Education","slug":"education","term_group":0,"term_taxonomy_id":31921,"taxonomy":"post_tag","description":"","parent":0,"count":52,"filter":"raw"},{"term_id":24931,"name":"Virtualization","slug":"virtualization","term_group":0,"term_taxonomy_id":24931,"taxonomy":"post_tag","description":"","parent":0,"count":22,"filter":"raw"}],"category_data":[{"term_id":37101,"name":"Announcements","slug":"announcements","term_group":0,"term_taxonomy_id":37101,"taxonomy":"category","description":"","parent":0,"count":1967,"filter":"raw"}],"product_data":[{"term_id":36561,"name":"ArcGIS Pro","slug":"arcgis-pro","term_group":0,"term_taxonomy_id":36561,"taxonomy":"product","description":"","parent":0,"count":2038,"filter":"raw"},{"term_id":36991,"name":"ArcMap","slug":"arcgis-desktop","term_group":0,"term_taxonomy_id":36991,"taxonomy":"product","description":"","parent":36981,"count":325,"filter":"raw"}],"primary_product_link":"https:\/\/www.esri.com\/arcgis-blog\/?s=#&products=arcgis-pro","_links":{"self":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/blog\/771411","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/blog"}],"about":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/types\/blog"}],"author":[{"embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/users\/6391"}],"replies":[{"embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/comments?post=771411"}],"version-history":[{"count":0,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/blog\/771411\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/media?parent=771411"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/categories?post=771411"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/tags?post=771411"},{"taxonomy":"industry","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/industry?post=771411"},{"taxonomy":"product","embeddable":true,"href":"https:\/\/www.esri.com\/arcgis-blog\/wp-json\/wp\/v2\/product?post=771411"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}