{"id":1445102,"date":"2021-12-21T09:00:36","date_gmt":"2021-12-21T17:00:36","guid":{"rendered":"https:\/\/www.esri.com\/arcgis-blog\/?post_type=blog&#038;p=1445102"},"modified":"2021-12-21T12:58:06","modified_gmt":"2021-12-21T20:58:06","slug":"modern-gis-for-the-enterprise-redefined-in-2021","status":"publish","type":"blog","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/decision-support\/modern-gis-for-the-enterprise-redefined-in-2021","title":{"rendered":"Modern GIS for the Enterprise: Redefined in 2021"},"author":6181,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"_searchwp_excluded":""},"categories":[23341,37101,23851,37141,22941],"tags":[762522,222162,665211,759662,35821],"industry":[],"product":[36591,421922,36841,36571,762232,36551,36561],"class_list":["post-1445102","blog","type-blog","status-publish","format-standard","hentry","category-analytics","category-announcements","category-data-management","category-decision-support","category-mapping","tag-cloud-data-warehouse","tag-cloud-native","tag-geoai","tag-kubernetes","tag-whats-new-in-arcgis-enterprise","product-apps","product-arcgis","product-api-python","product-arcgis-enterprise","product-arcgis-knowledge","product-arcgis-online","product-arcgis-pro"],"acf":{"short_description":"Find out about ArcGIS advancements in 2021 with geospatial capabilities and infrastructure available in the cloud.","flexible_content":[{"acf_fc_layout":"content","content":"<p>Our customers are often trying to <a href=\"https:\/\/www.esri.com\/en-us\/home\" target=\"_blank\" rel=\"noopener\">understand and solve<\/a> some of the world\u2019s most complex and challenging problems.<\/p>\n<p>Of course, the challenges of the past few years have been beyond extraordinary, with impacts spanning from local, regional, or even global audiences, in a world that&#8217;s more interconnected than ever before.<\/p>\n<p>Our customers are organizations who can transform the world as they <a href=\"https:\/\/www.esri.com\/en-us\/about\/climate-change\/overview\" target=\"_blank\" rel=\"noopener\">fight climate change<\/a> and <a href=\"https:\/\/www.esri.com\/about\/newsroom\/publications\/wherenext\/ceos-tout-iot-ai-cloud\/\" target=\"_blank\" rel=\"noopener\">drive pandemic response<\/a> with actionable strategies and solutions, advocate for <a href=\"https:\/\/www.esri.com\/en-us\/racial-equity\/overview\" target=\"_blank\" rel=\"noopener\">racial equity<\/a> and social justice, or monitor and solve <a href=\"https:\/\/www.esri.com\/en-us\/industries\/needs\/supply-chain-digitization\" target=\"_blank\" rel=\"noopener\">supply chain disruptions<\/a> and mitigations against weather and political events.<\/p>\n<p>To say their mission is challenging and complex is an understatement. To understand the full scale of these problems, to then seek solutions, demands the need for intelligent, autonomous, and automated solutions &#8211; now more than ever.<\/p>\n<p>In response, we\u2019ve further redefined modern GIS by delivering a game changing enterprise system with geospatial capabilities and infrastructure available in the cloud, at the edge, and in the field.<\/p>\n<p>We\u2019re delivering GIS everywhere with maps, apps, and collaboration at your fingertips, geospatial analytics and location intelligence powered by purposeful servers and APIs, and advancements to geospatial AI.<\/p>\n<p>Here are a few of the ways these advancements have been realized in ArcGIS this year.<\/p>\n"},{"acf_fc_layout":"content","content":"<h3><strong>Cloud-native geospatial infrastructure<\/strong><\/h3>\n<p>In May, we released our newest product offering and next generation of ArcGIS Enterprise; <a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-enterprise\/kubernetes\" target=\"_blank\" rel=\"noopener\">ArcGIS Enterprise on Kubernetes<\/a>. This new cloud native deployment option complements our existing <a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-enterprise\/windows-linux\" target=\"_blank\" rel=\"noopener\">ArcGIS Enterprise offering on Windows and Linux<\/a> to deliver mapping and analytics in the public or private cloud, or on premises.<\/p>\n<p>This new offering delivers the most advanced geospatial cloud, as a\u00a0complete and highly integrated geospatial system for modern enterprises.<\/p>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"ArcGIS Enterprise on Kubernetes - Full Length with Demos\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/lZJTbxAC55U?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<p>ArcGIS Enterprise on Kubernetes is <a href=\"https:\/\/enterprise-k8s.arcgis.com\/en\/latest\/deploy\/system-requirements.htm\" target=\"_blank\" rel=\"noopener\">supported<\/a> in on-premises environments with Red Hat OpenShift Container Platform as well as in several cloud environments including Amazon Elastic Kubernetes Service (EKS), Google Kubernetes Engine (GKE), and Microsoft Azure Kubernetes Service (AKS). It also delivers direct connectivity to co-located and nearby data in each supported cloud-based environment.<\/p>\n<p>This new geospatial offering brings scalability, resilience, and manageability to your organization. It also provides built-in high availability as well as flexibility to scale your infrastructure efficiently, reduces administrative overhead in managing deployments and upgrades, and supports modern CICD practices.<\/p>\n"},{"acf_fc_layout":"content","content":"<h3><strong>Integration with and connectivity to cloud-based data<\/strong><\/h3>\n<p>And, not only is ArcGIS Enterprise on Kubernetes cloud-native, but so the connectivity from ArcGIS Enterprise to the co-located and nearby data in each supported cloud-based environment.<\/p>\n<p>You can connect to and use all the data stored in these clouds, like imagery in <a href=\"https:\/\/aws.amazon.com\/s3\/\" target=\"_blank\" rel=\"noopener\">Amazon S3<\/a> or <a href=\"https:\/\/azure.microsoft.com\/en-us\/services\/storage\/blobs\/\" target=\"_blank\" rel=\"noopener\">Azure Blob Storage<\/a>, use <a href=\"https:\/\/www.googleadservices.com\/pagead\/aclk?sa=L&amp;ai=DChcSEwjPjb-4yPP0AhVSPa0GHZ3hCrAYABAAGgJwdg&amp;ae=2&amp;ohost=www.google.com&amp;cid=CAESQOD2EGVuDL7bdJlm7JpeRs2Zo-mjTbWImMLnPQzTqqhulFGj0oXy7QRAYlhw18uaQ_K4cmF17rgdYHd_7aodavE&amp;sig=AOD64_1hhpxWYGzt0eRgahsqJ2VAeksQfQ&amp;q&amp;adurl&amp;ved=2ahUKEwiK3La4yPP0AhVMIDQIHTstD-MQ0Qx6BAgCEAE\" target=\"_blank\" rel=\"noopener\">Amazon RDS for PostgreSQL<\/a>, <a href=\"https:\/\/aws.amazon.com\/rds\/aurora\/\" target=\"_blank\" rel=\"noopener\">Amazon Aurora<\/a> or Google <a href=\"https:\/\/cloud.google.com\/sql\/postgresql\" target=\"_blank\" rel=\"noopener\">Cloud SQL for PostgreSQL<\/a> or <a href=\"https:\/\/www.microsoft.com\/en-us\/sql-server\/sql-server-downloads\" target=\"_blank\" rel=\"noopener\">Microsoft SQL Server<\/a>.<\/p>\n<p>You can also connect to your geospatial data in massive <a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/data-management\/introducing-cloud-data-warehouse-support\/\">cloud data warehouses<\/a> like <a href=\"https:\/\/www.google.com\/aclk?sa=L&amp;ai=DChcSEwiZ-42_yfP0AhXBDIsKHXAFA-sYABACGgJlZg&amp;ae=2&amp;ei=cBfBYbTqApOK9u8P3sO7kA8&amp;sig=AOD64_1WGI4ij2PPR2wCWxLfYQ8k178zSg&amp;q&amp;sqi=2&amp;adurl&amp;ved=2ahUKEwi04oW_yfP0AhUThf0HHd7hDvIQ0Qx6BAgFEAE\" target=\"_blank\" rel=\"noopener\">Amazon Redshift<\/a>, <a href=\"https:\/\/www.snowflake.com\/\" target=\"_blank\" rel=\"noopener\">Snowflake<\/a> or Google <a href=\"https:\/\/cloud.google.com\/bigquery\" target=\"_blank\" rel=\"noopener\">Big Query<\/a>.<\/p>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"Sharing Cloud Data Warehouse\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/CPj3hEXShwI?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<p>These <a href=\"https:\/\/enterprise.arcgis.com\/en\/system-requirements\/latest\/windows\/databases-in-the-cloud.htm#ESRI_SECTION1_2B29D05412BA42CD9A0E5E8006F94221\" target=\"_blank\" rel=\"noopener\">cloud data warehouses<\/a> are enormously powerful analytic databases that can store petabytes of data. You can now connect to them to browse datasets, create query layer services, and visualize and perform analysis.<\/p>\n"},{"acf_fc_layout":"content","content":"<h3><strong>Powerful graph analysis capabilities<\/strong><\/h3>\n<p><a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/about-arcgis\/overview\" target=\"_blank\" rel=\"noopener\">ArcGIS<\/a> delivers many insightful tools to visualize and analyze dimensions of space and time using a wide range of types and volumes of data.<\/p>\n<p>This year brought <a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-knowledge\/overview\" target=\"_blank\" rel=\"noopener\">ArcGIS Knowledge<\/a>, and with it, powerful new graph analysis capabilities to explore spatial and non-spatial relationships in <a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-enterprise\/overview\" target=\"_blank\" rel=\"noopener\">ArcGIS Enterprise<\/a> and <a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/products\/arcgis-pro\/resources\" target=\"_blank\" rel=\"noopener\">ArcGIS Pro<\/a>.<\/p>\n"},{"acf_fc_layout":"image","image":{"ID":1385142,"id":1385142,"title":"knowledge blog banner","filename":"knowledge-blog-banner.png","filesize":2505365,"url":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/10\/knowledge-blog-banner.png","link":"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-knowledge\/analytics\/introducing-arcgis-knowledge-whats-coming-november-2021\/knowledge-blog-banner","alt":"","author":"127791","description":"","caption":"","name":"knowledge-blog-banner","status":"inherit","uploaded_to":1364612,"date":"2021-11-01 17:39:28","modified":"2021-11-01 17:39:28","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.esri.com\/arcgis-blog\/wp-includes\/images\/media\/default.png","width":1920,"height":1080,"sizes":{"thumbnail":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/10\/knowledge-blog-banner-213x200.png","thumbnail-width":213,"thumbnail-height":200,"medium":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/10\/knowledge-blog-banner.png","medium-width":464,"medium-height":261,"medium_large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/10\/knowledge-blog-banner.png","medium_large-width":768,"medium_large-height":432,"large":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/10\/knowledge-blog-banner.png","large-width":1920,"large-height":1080,"1536x1536":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/10\/knowledge-blog-banner-1536x864.png","1536x1536-width":1536,"1536x1536-height":864,"2048x2048":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/10\/knowledge-blog-banner.png","2048x2048-width":1920,"2048x2048-height":1080,"card_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/10\/knowledge-blog-banner-826x465.png","card_image-width":826,"card_image-height":465,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/10\/knowledge-blog-banner.png","wide_image-width":1920,"wide_image-height":1080}},"image_position":"center","orientation":"horizontal","hyperlink":""},{"acf_fc_layout":"content","content":"<p><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-knowledge\/analytics\/introducing-arcgis-knowledge-whats-coming-november-2021\/\" target=\"_blank\" rel=\"noopener\">ArcGIS Knowledge<\/a> enables organizations to identify and understand complex relationships found within vast amounts of data.<\/p>\n<p>Through maps, graphs, and histograms, organizations can provide context to their data by revealing who and where people and things are located, and what kinds of relationships are found between them.<\/p>\n<p>This insightful capability aids and advances informed and accelerated decision-making initiatives at an enterprise scale.<\/p>\n"},{"acf_fc_layout":"quote","author_name":"Avonlea Fotheringham and Colby Neeb","author_profession_organization":"Esri","image":false,"text":"Supply chain networks and airline companies analyze vast transportation networks with innumerable components and variables to calculate shortest path and partitioning to optimize routes for speed, efficiency, and cost. Oil and gas companies need to account for hidden and pervasive risks associated with myriad factors including types of equipment, tools, manufacturers, locations, operating conditions, personnel, and more. And in a world of ever-growing e-commerce, marketplaces and financial institutions need to be able to identify behaviors that might indicate fraudulent or unlawful activity connected to any of the countless transactions they oversee in a day \u2013 and they need to do it quickly."},{"acf_fc_layout":"content","content":"<h3><strong>Geospatial AI<\/strong><\/h3>\n<p>Geospatial AI applies spatial machine learning and deep learning techniques to help solve complex problems and derive deeper insights in powerful and innovative ways.<\/p>\n<p>In ArcGIS, this is realized as an end-to-end system used to systematically integrate massive amounts of data, to prepare and model it, and ultimately, to turn it into knowledge and intelligence to aid in decision making.<\/p>\n<p>At the core of this technology is the <a href=\"https:\/\/developers.arcgis.com\/python\/api-reference\/arcgis.learn.toc.html\" target=\"_blank\" rel=\"noopener\">arcgis.learn module<\/a> in the <a href=\"https:\/\/developers.arcgis.com\/python\/\" target=\"_blank\" rel=\"noopener\">ArcGIS API for Python<\/a> which is used to train a wide variety of deep learning modules using your datasets.<\/p>\n<p>Additionally, ArcGIS provides <a href=\"https:\/\/www.esri.com\/en-us\/arcgis\/deep-learning-models\" target=\"_blank\" rel=\"noopener\">pre-trained models<\/a> and <a href=\"https:\/\/developers.arcgis.com\/python\/sample-notebooks\/\" target=\"_blank\" rel=\"noopener\">sample notebooks<\/a> that can be used to detect objects, classify land-cover, extract building footprints, and so on. For example, see how the <a href=\"https:\/\/arcg.is\/1GXrvu\" target=\"_blank\" rel=\"noopener\">Building Footprint Extraction model<\/a> can be applied in real-world scenarios for suitability analysis, disaster management, and more.<\/p>\n<p>Learn more about some of the exciting ways in which geospatial AI is used to <a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai\/\" target=\"_blank\" rel=\"noopener\">solve real-world problems<\/a> as demonstrated in this year\u2019s Developer Summit presentations.<\/p>\n"},{"acf_fc_layout":"youtube","start_time":"0","end_time":"","youtube_video_url":"<iframe title=\"Geospatial AI, An Overview\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/Xts2OGnsQ7U?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>"},{"acf_fc_layout":"content","content":"<h3><strong>Learn more:<\/strong><\/h3>\n<p>To learn about these features and more, see these related blogs and videos:<\/p>\n<ul>\n<li><a href=\"https:\/\/youtu.be\/7x21r0xGskc\" target=\"_blank\" rel=\"noopener\">What\u2019s New in ArcGIS Pro 2.9<\/a><\/li>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-enterprise\/announcements\/whats-new-in-arcgis-enterprise-10-9-1-on-kubernetes\/\" target=\"_blank\" rel=\"noopener\">What\u2019s new in ArcGIS Enterprise 10.9.1 on Kubernetes<\/a><\/li>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/announcements\/announcements\/whats-new-in-arcgis-enterprise-10-9-1\/\" target=\"_blank\" rel=\"noopener\">What\u2019s New in ArcGIS Enterprise 10.9.1<\/a><\/li>\n<li><a href=\"https:\/\/doc.arcgis.com\/en\/pretrained-models\/latest\/get-started\/what-s-new.htm\" target=\"_blank\" rel=\"noopener\">What\u2019s new in ArcGIS pretrained models<\/a><\/li>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-pro\/data-management\/introducing-cloud-data-warehouse-support\/\" target=\"_blank\" rel=\"noopener\">Introducing Cloud Data Warehouse Support<\/a><\/li>\n<li><a href=\"https:\/\/youtu.be\/HwaKw-rlpnQ\" target=\"_blank\" rel=\"noopener\">Introducing Cloud Data Warehouse Support<\/a><\/li>\n<li><a href=\"https:\/\/youtu.be\/CPj3hEXShwI\" target=\"_blank\" rel=\"noopener\">Sharing Cloud Data Warehouses<\/a><\/li>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-knowledge\/analytics\/now-available-arcgis-knowledge\/\" target=\"_blank\" rel=\"noopener\">Now Available: ArcGIS Knowledge<\/a><\/li>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis-knowledge\/analytics\/introducing-arcgis-knowledge-whats-coming-november-2021\/\" target=\"_blank\" rel=\"noopener\">Introducing ArcGIS Knowledge: What\u2019s Coming (November 2021)<\/a><\/li>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/analytics\/dev-summit-2021-arcgis-a-complete-system-for-spatial-analysis-data-science-and-geospatial-ai\/\" target=\"_blank\" rel=\"noopener\">Dev Summit 2021: ArcGIS \u2013 a complete system for Spatial Analysis, Data Science, and Geospatial AI<\/a><\/li>\n<li><a href=\"https:\/\/storymaps.arcgis.com\/stories\/b360625aa72248d2a9f8dd99a69aaa49\" target=\"_blank\" rel=\"noopener\">Geospatial Deep Learning Using the ArcGIS API for Python<\/a><\/li>\n<li><a href=\"https:\/\/www.esri.com\/arcgis-blog\/products\/arcgis\/announcements\/announcing-new-pretrained-models-at-fedgis\/\" target=\"_blank\" rel=\"noopener\">Announcing deep learning models update (February 2021)<\/a><\/li>\n<\/ul>\n"}],"authors":[{"ID":6181,"user_firstname":"Sara","user_lastname":"Sanchez","nickname":"Sara Sanchez","user_nicename":"saramdsanchez","display_name":"Sara Sanchez","user_email":"ssanchez@esri.com","user_url":"","user_registered":"2018-03-02 00:18:03","user_description":"Sara is a lead product engineer on the ArcGIS Enterprise team. She enjoys spending time at the lake, non-fiction, and cooking.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/06\/sara-s-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"},{"ID":7881,"user_firstname":"Jay","user_lastname":"Theodore","nickname":"jtheodore","user_nicename":"jtheodore","display_name":"Jay Theodore","user_email":"jtheodore@esri.com","user_url":"","user_registered":"2018-05-02 22:49:42","user_description":"As Esri\u2019s Chief Technology Officer for Enterprise and AI technologies, Jay Theodore guides the long-term vision of the ArcGIS system, designed for enterprises and infused with advanced Analytics, Data Science and AI techniques.","user_avatar":"<img data-del=\"avatar\" src='https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/04\/JayTheodore-280x280-1-213x200.jpg' class='avatar pp-user-avatar avatar-96 photo ' height='96' width='96'\/>"}],"related_articles":"","card_image":false,"wide_image":"https:\/\/www.esri.com\/arcgis-blog\/app\/uploads\/2021\/11\/adobestock-279501679-banner.jpg"},"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>Modern GIS for the Enterprise: Redefined in 2021<\/title>\n<meta name=\"description\" content=\"Modern GIS for the Enterprise: Redefined in 2021 Find out about ArcGIS advancements in 2021 with geospatial capabilities and infrastructure available in the cloud.\" \/>\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\/decision-support\/modern-gis-for-the-enterprise-redefined-in-2021\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta 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