{ "status":"success", "message":"", "messages":" <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/170854\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"APJESK\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/games/avatar-theme/candy/avatar-collection/hobbies/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/170854\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >APJESK<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>Contributor<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>23<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/administration-architecture/which-role-is-recommended-to-create-and-manage-unity-catalog/td-p/153341\" title=\"Which role is recommended to create and manage Unity Catalog objects—Workspace Admin or Metastore Ad\">Which role is recommended to create and manage Unity Catalog objects—Workspace Admin or Metastore Ad<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n Which role is recommended to create and manage Unity Catalog objects (catalog, schema, Storage credentials, External Location)—Workspace Admin or Metastore Admin—and why?&nbsp;\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/administration-architecture/bd-p/administration-and-architecture\">Administration &amp; Architecture<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/administration-architecture/which-role-is-recommended-to-create-and-manage-unity-catalog/td-p/153341\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>23<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/administration-architecture/which-role-is-recommended-to-create-and-manage-unity-catalog/td-p/153341\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/170854\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"APJESK\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/games/avatar-theme/candy/avatar-collection/hobbies/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/170854\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >APJESK<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n I am designing the security model for our Databricks platform and need guidance on role selection for managing Unity Catalog. Which role should be used for creating and managing Unity Catalog objects such as Storage Credentials, External Locations, C...\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-solved custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/215238\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"David_Dabbs\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/doll/avatar-theme/candy/avatar-collection/toys/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/215238\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >David_Dabbs<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>Databricks Partner<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>107<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>3<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <i class=\"custom-thread-solved\"><small>Resolved!<\/small><\/i>\n <a href=\"/t5/data-engineering/inquiring-whether-table-triggers-are-the-recommended-tool-for/td-p/153316\" title=\"Inquiring whether table triggers are the recommended tool for the job\">Inquiring whether table triggers are the recommended tool for the job<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n Seeking the DBRX-appropriate patterns for our application.&nbsp;We have a number of workspaces governed by the same Unity Catalog.&nbsp;One workspace we'll call the 'producer'. It manages data via external custom API interfaces.There are a number of internal c...\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/data-engineering/bd-p/data-engineering\">Data Engineering<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/data-engineering/inquiring-whether-table-triggers-are-the-recommended-tool-for/td-p/153316\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>107<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>3<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/data-engineering/inquiring-whether-table-triggers-are-the-recommended-tool-for/td-p/153316\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/215238\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"David_Dabbs\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/doll/avatar-theme/candy/avatar-collection/toys/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/215238\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >David_Dabbs<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Databricks Partner<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Thank you @lingareddy_Alva. Your considered response lives up to your forum title: Esteemed Contributor.&nbsp;1. Notification.&nbsp;Appreciate the confirmation that the determinism and control is worth the small bit of explicit configuration given the limited ...\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <a class=\"moreAnswers\" href=\"/t5/data-engineering/inquiring-whether-table-triggers-are-the-recommended-tool-for/td-p/153316\">\n 2 More Replies\n <\/a>\n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-solved custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/170854\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"APJESK\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/games/avatar-theme/candy/avatar-collection/hobbies/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/170854\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >APJESK<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>Contributor<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n 02-14-2026\n 2:54:54 PM\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>627<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>3<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <i class=\"custom-thread-solved\"><small>Resolved!<\/small><\/i>\n <a href=\"/t5/data-governance/unity-catalog-management/td-p/148423\" title=\"Unity catalog management\">Unity catalog management<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n How is Unity Catalog managed in real time at an enterprise scale, including workspace-level restrictions, privilege-based ACLs, row- and column-level security, ABAC, and tag-driven governance, and which languages or tools are used to manage the entir...\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/data-governance/bd-p/data-governance\">Data Governance<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/data-governance/unity-catalog-management/td-p/148423\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>627<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>3<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n 02-14-2026\n 2:54:54 PM\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/data-governance/unity-catalog-management/td-p/148423\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/170854\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"APJESK\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/games/avatar-theme/candy/avatar-collection/hobbies/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/170854\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >APJESK<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Thank you... Which roles ( workspace admin or Metastore Admin) are recommended to securely create and manage Unity Catalog objects (Storage Credentials, External Locations, Catalogs, Schemas, and Delta Sharing)?” and why ?\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <a class=\"moreAnswers\" href=\"/t5/data-governance/unity-catalog-management/td-p/148423\">\n 2 More Replies\n <\/a>\n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/4277\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"isaac_gritz\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/3012i52E3C610D1C92DB9/image-dimensions/150x150/image-coordinates/0%2C0%2C502%2C502?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/4277\" rel=\"author\" title=\"View profile\">\n <span class=\"login-bold databricks-employee dbe\" style=\"color:#FF3300\" >isaac_gritz<\/span>\n <\/a>\n \n <\/strong>\n <small>&bull;<\/small> <em>Databricks Employee<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n 08-23-2022\n 12:56:40 AM\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>10301<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>7<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>5<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/data-governance/data-access-control-in-databricks/td-p/33895\" title=\"Data Access Control in Databricks\">Data Access Control in Databricks<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n Best Practices for Securing Access to Data in DatabricksUnity Catalog is the unified governance solution for Data &amp; AI assets in Databricks and greatly simplifies and centralized data access control. This guide includes best practices for both the st...\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/data-governance/bd-p/data-governance\">Data Governance<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/data-governance/data-access-control-in-databricks/td-p/33895\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>10301<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>7<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>5<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n 08-23-2022\n 12:56:40 AM\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/data-governance/data-access-control-in-databricks/td-p/33895\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/170854\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"APJESK\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/games/avatar-theme/candy/avatar-collection/hobbies/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/170854\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >APJESK<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Which roles ( workspace admin or Metastore Admin) are recommended to securely create and manage Unity Catalog objects (Storage Credentials, External Locations, Catalogs, Schemas, and Delta Sharing)?” and why ?\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <a class=\"moreAnswers\" href=\"/t5/data-governance/data-access-control-in-databricks/td-p/33895\">\n 6 More Replies\n <\/a>\n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/36892\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Phani1\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/orthodox/avatar-theme/candy/avatar-collection/architecture/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/36892\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >Phani1<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>Databricks MVP<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Wednesday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>100<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>2<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/data-engineering/best-practices-for-implementing-automated-scalable-and-auditable/td-p/152943\" title=\"Best Practices for Implementing Automated, Scalable, and Auditable Purge Mechanism on Azure Databric\">Best Practices for Implementing Automated, Scalable, and Auditable Purge Mechanism on Azure Databric<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n &nbsp;Hi All, I'm looking to implement an automated, scalable, and auditable purge mechanism on Azure Databricks to manage data retention, deletion and archival policies&nbsp;across our Unity Catalog-governed Delta tables.I've come across various approaches, s...\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/data-engineering/bd-p/data-engineering\">Data Engineering<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/data-engineering/best-practices-for-implementing-automated-scalable-and-auditable/td-p/152943\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>100<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>2<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Wednesday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/data-engineering/best-practices-for-implementing-automated-scalable-and-auditable/td-p/152943\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/24053\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"lingareddy_Alva\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/15347iE7D32DBB514824AF/image-dimensions/150x150/image-coordinates/109%2C17%2C516%2C424?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/24053\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >lingareddy_Alva<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Esteemed Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Hi&nbsp;@Phani1&nbsp;This is a meaty topic — let me give you a structured breakdown of the full purge/retention framework.Core framework: layer-by-layer policiesBronze — raw ingestion layer:The goal here is preserving source fidelity while enforcing legal/regu...\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <a class=\"moreAnswers\" href=\"/t5/data-engineering/best-practices-for-implementing-automated-scalable-and-auditable/td-p/152943\">\n 1 More Replies\n <\/a>\n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/101814\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"MichTalebzadeh\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/balloons/avatar-theme/candy/avatar-collection/toys/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/101814\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >MichTalebzadeh<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>Valued Contributor<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n 04-27-2024\n 12:00:43 AM\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>3727<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>4<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/community-articles/financial-crime-detection-with-the-help-of-apache-spark-data/td-p/67467\" title=\"Financial Crime detection with the help of Apache Spark, Data Mesh and Data Lake\">Financial Crime detection with the help of Apache Spark, Data Mesh and Data Lake<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n For those interested in Data Mesh and Data Lakes for FinCrime detection:Data mesh is a relatively new architectural concept for data management that emphasizes domain-driven data ownership and self-service data availability. It promotes the decentral...\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/community-articles/bd-p/Knowledge-Sharing-Hub\">Community Articles<\/a>\n <div class=\"tagClass\">\n data lakes\n <\/div>\n <div class=\"tagClass\">\n Data Mesh\n <\/div>\n <div class=\"tagClass\">\n financial crime\n <\/div>\n <div class=\"tagClass\">\n spark\n <\/div>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/community-articles/financial-crime-detection-with-the-help-of-apache-spark-data/td-p/67467\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>3727<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>4<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n 04-27-2024\n 12:00:43 AM\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/community-articles/financial-crime-detection-with-the-help-of-apache-spark-data/td-p/67467\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/222940\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Arrests\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/monkey/avatar-theme/candy/avatar-collection/animals/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/222940\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >Arrests<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">New Contributor II<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Most people land here in a panic — a loved one was just arrested, or a &nbsp;is destroying a job search. This guide gives you every exact step: find records fast, remove your mugshot for free, scrub Google’s cache, navigate the critical 48-hour window, se...\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <a class=\"moreAnswers\" href=\"/t5/community-articles/financial-crime-detection-with-the-help-of-apache-spark-data/td-p/67467\">\n 3 More Replies\n <\/a>\n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/210059\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"tuser\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/flute/avatar-theme/candy/avatar-collection/music/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/210059\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >tuser<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>Databricks Partner<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Thursday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>54<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/training-offerings/ilt-completion-status-not-updated-voucher-not-received/td-p/153055\" title=\"ILT completion status not updated - Voucher not received\">ILT completion status not updated - Voucher not received<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n Hi,&nbsp;I have attended and completed all the ILT sessions happened in Jan month 2026 event time. For the below courses:1.&nbsp;Databricks Streaming and Lakeflow Spark Declarative Pipelines2.&nbsp;Databricks Performance Optimization3.&nbsp;Databricks Data Privacy4.&nbsp;Aut...\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/training-offerings/bd-p/databricks-training-discussion\">Training offerings<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/training-offerings/ilt-completion-status-not-updated-voucher-not-received/td-p/153055\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>54<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Thursday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/training-offerings/ilt-completion-status-not-updated-voucher-not-received/td-p/153055\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/175319\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Sumit_7\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/18218i9BB54525F2813D45/image-dimensions/150x150/image-coordinates/4%2C668%2C1856%2C2520?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/175319\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >Sumit_7<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Honored Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n @tuser&nbsp;Incomplete course ~ missed a lesson or slide. So, no delay just that you're not eligible at all.Better luck next time.\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/219374\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"matjung\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/avatar-2/avatar-theme/candy/avatar-collection/Hermes_Default/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/219374\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >matjung<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>New Contributor II<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>73<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>1<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/get-started-discussions/duplicate-text-in-2713-generative-ai-application-deployment-and/td-p/153149\" title=\"Duplicate text in 2713/generative-ai-application-deployment-and-monitoring/lessons/48645/\">Duplicate text in 2713/generative-ai-application-deployment-and-monitoring/lessons/48645/<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n https://customer-academy.databricks.com/learn/courses/2713/generative-ai-application-deployment-and-monitoring/lessons/48645/deployment-methodsTo whom it may concern (or please forward to the relevant group):I noticed that page 4 or 5 contains duplic...\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/get-started-discussions/bd-p/get-started-with-databricks-discussion\">Get Started Discussions<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/get-started-discussions/duplicate-text-in-2713-generative-ai-application-deployment-and/td-p/153149\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>73<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>1<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/get-started-discussions/duplicate-text-in-2713-generative-ai-application-deployment-and/td-p/153149\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/175319\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Sumit_7\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/18218i9BB54525F2813D45/image-dimensions/150x150/image-coordinates/4%2C668%2C1856%2C2520?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/175319\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >Sumit_7<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Honored Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n @matjung&nbsp;Arigato.\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/223492\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"R_Chaitanya\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/avatar-7/avatar-theme/candy/avatar-collection/Hermes_Default/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/223492\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >R_Chaitanya<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>New Contributor<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>74<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/data-engineering/i-completed-all-the-modules-in-data-engineering-associate-but-i/td-p/153162\" title=\"I completed all the modules in data Engineering Associate. But I received badge for only 2 modules\">I completed all the modules in data Engineering Associate. But I received badge for only 2 modules<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n \n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/data-engineering/bd-p/data-engineering\">Data Engineering<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/data-engineering/i-completed-all-the-modules-in-data-engineering-associate-but-i/td-p/153162\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>74<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/data-engineering/i-completed-all-the-modules-in-data-engineering-associate-but-i/td-p/153162\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/175319\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Sumit_7\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/18218i9BB54525F2813D45/image-dimensions/150x150/image-coordinates/4%2C668%2C1856%2C2520?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/175319\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >Sumit_7<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Honored Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n @R_Chaitanya&nbsp;Check the course status first, maybe a lesson is in progress.Follow: User Menu &gt;&gt; My Activities &gt;&gt; CoursesThen check if all are completed or not.\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/174591\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"MandyR\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/18712i992A99AC9D8418E3/image-dimensions/150x150/image-coordinates/0%2C0%2C2000%2C2000?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/174591\" rel=\"author\" title=\"View profile\">\n <span class=\"login-bold databricks-employee dbe\" style=\"color:#FF0000\" >MandyR<\/span>\n <\/a>\n \n <\/strong>\n <small>&bull;<\/small> <em>Community Manager<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>87<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>1<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/announcements/community-industry-bricktalk-3-scaling-video-intelligence-using/td-p/153243\" title=\"Community [Industry BrickTalk #3]: Scaling Video Intelligence Using AI on Databricks\">Community [Industry BrickTalk #3]: Scaling Video Intelligence Using AI on Databricks<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n New BrickTalk: Turning Video into Intelligence at Scale on Thursday April 9&nbsp;@ 9am PT\nPublic sector teams are sitting on massive volumes of video with traffic feeds, body cams, satellite imagery, but turning that into usable insight is still slow, ma...\n \n <\/p>\n <figure>\n <img src=\"/t5/image/serverpage/image-id/25651iB18C1F3FD2C2DA5A/image-size/medium?v=v2&amp;px=400\" alt=\"Screenshot 2026-03-19 at 11.55.01 AM.png\" />\n <\/figure>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/announcements/bd-p/Announcements\">Announcements<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/announcements/community-industry-bricktalk-3-scaling-video-intelligence-using/td-p/153243\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>87<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>1<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/announcements/community-industry-bricktalk-3-scaling-video-intelligence-using/td-p/153243\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/175319\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Sumit_7\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/18218i9BB54525F2813D45/image-dimensions/150x150/image-coordinates/4%2C668%2C1856%2C2520?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/175319\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >Sumit_7<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Honored Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Registered, see you there&nbsp;@MandyR\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/152748\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Rishabh_Tiwari\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/18198i2383803FC13C0E85/image-dimensions/150x150/image-coordinates/0%2C3%2C1024%2C1027?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/152748\" rel=\"author\" title=\"View profile\">\n <span class=\"login-bold databricks-employee dbe\" style=\"color:#FF0000\" >Rishabh_Tiwari<\/span>\n <\/a>\n \n <\/strong>\n <small>&bull;<\/small> <em>Community Manager<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n a week ago\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>576<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>2<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>5<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/lakebase-articles/ending-the-developer-struggle-the-future-of-fast-app-development/td-p/152183\" title=\"Ending the Developer Struggle: The Future of Fast App Development - Virtual Event (May 5–7)\">Ending the Developer Struggle: The Future of Fast App Development - Virtual Event (May 5–7)<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n \n\nDevelopers want to write code, not provision databases. Learn how to create and deploy apps directly on the Databricks Platform. Join us on May 5-7.\nIn this webinar, code comes first.\nWatch experts from Databricks and Cursor demonstrate how to get ...\n \n <\/p>\n <figure>\n <img src=\"/t5/image/serverpage/image-id/25360iDE7DAB604A922A51/image-size/medium?v=v2&amp;px=400\" alt=\"Screenshot 2026-03-26 at 7.35.15 PM.png\" />\n <img src=\"/t5/image/serverpage/image-id/25350i8E543AEC13E39070/image-size/medium?v=v2&amp;px=400\" alt=\"Screenshot 2026-03-26 at 7.35.55 PM.png\" />\n <img src=\"/t5/image/serverpage/image-id/25359i31BD814BC77A45E4/image-size/medium?v=v2&amp;px=400\" alt=\"2026-03-ve-q2-ending-the-developer-struggle-community-lp-hero-400x400-2x (1).png\" />\n <\/figure>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/lakebase-articles/bd-p/LakebaseArticles\">Lakebase Articles<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/lakebase-articles/ending-the-developer-struggle-the-future-of-fast-app-development/td-p/152183\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>576<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>2<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>5<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n a week ago\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/lakebase-articles/ending-the-developer-struggle-the-future-of-fast-app-development/td-p/152183\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/175319\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Sumit_7\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/18218i9BB54525F2813D45/image-dimensions/150x150/image-coordinates/4%2C668%2C1856%2C2520?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/175319\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >Sumit_7<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Honored Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Excited, keep bringing more such events!\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <a class=\"moreAnswers\" href=\"/t5/lakebase-articles/ending-the-developer-struggle-the-future-of-fast-app-development/td-p/152183\">\n 1 More Replies\n <\/a>\n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/202433\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Om_Jha\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/music/avatar-theme/candy/avatar-collection/hobbies/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/202433\" rel=\"author\" title=\"View profile\">\n <span class=\"login-bold databricks-employee dbe\" style=\"color:#FF3300\" >Om_Jha<\/span>\n <\/a>\n \n <\/strong>\n <small>&bull;<\/small> <em>Databricks Employee<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n 02-19-2026\n 9:17:39 AM\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>3659<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>3<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>3<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/announcements/data-ai-summit-2026-registration-now-open-early-bird-pricing/td-p/148835\" title=\"Data + AI Summit 2026: Registration Now Open - Early Bird Pricing!\">Data + AI Summit 2026: Registration Now Open - Early Bird Pricing!<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n June 15–18, 2026\nRegister Now!\nJoin thousands of data analytics and AI professionals at Data+ AI Summit 2026, the world’s largest conference for data, analytics and AI in San Francisco and virtually.\nDon’t miss early-bird pricing!\nEarly-bird discoun...\n \n <\/p>\n <figure>\n <img src=\"/t5/image/serverpage/image-id/24246i5ABED57FBDF20F57/image-size/medium?v=v2&amp;px=400\" alt=\"dais26-search-400x400-2x.png\" />\n <\/figure>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/announcements/bd-p/Announcements\">Announcements<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/announcements/data-ai-summit-2026-registration-now-open-early-bird-pricing/td-p/148835\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>3659<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>3<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>3<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n 02-19-2026\n 9:17:39 AM\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/announcements/data-ai-summit-2026-registration-now-open-early-bird-pricing/td-p/148835\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/175319\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Sumit_7\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/18218i9BB54525F2813D45/image-dimensions/150x150/image-coordinates/4%2C668%2C1856%2C2520?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/175319\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >Sumit_7<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Honored Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Registered, will join virtually!\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <a class=\"moreAnswers\" href=\"/t5/announcements/data-ai-summit-2026-registration-now-open-early-bird-pricing/td-p/148835\">\n 2 More Replies\n <\/a>\n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/152834\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Advika\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/palace/avatar-theme/candy/avatar-collection/architecture/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/152834\" rel=\"author\" title=\"View profile\">\n <span class=\"login-bold databricks-employee dbe\" style=\"color:#FF0000\" >Advika<\/span>\n <\/a>\n \n <\/strong>\n <small>&bull;<\/small> <em>Community Manager<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Thursday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>208<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>2<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/announcements/community-pulse-your-weekly-roundup-march-23-29-2026/td-p/153008\" title=\"🌟 Community Pulse: Your Weekly Roundup! March 23 – 29, 2026\">🌟 Community Pulse: Your Weekly Roundup! March 23 – 29, 2026<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n \n\nThe Weekly Digest • March 23 – 29\nCommunity Pulse\nEverything you need to know from the community this week, all in one place. \n\n\n Spotlight Contributors\n&nbsp; Bringing clarity, curiosity, and confidence to the threads. Meet this week's top voices:\n\n@Al...\n \n <\/p>\n <figure>\n <img src=\"/t5/image/serverpage/image-id/25594i7FCB596E1C4E4F2F/image-size/medium?v=v2&amp;px=400\" alt=\"Untitled design (12).png\" />\n <img src=\"/t5/image/serverpage/image-id/25604i90B95E2E48E20632/image-size/medium?v=v2&amp;px=400\" alt=\"2026-03-ve-q2-ending-the-developer-struggle-community-lp-hero-400x400-2x.png\" />\n <img src=\"/t5/image/serverpage/image-id/25605iF1F411FA7AF07C4C/image-size/medium?v=v2&amp;px=400\" alt=\"Bricktalk_final.png\" />\n <img src=\"/t5/image/serverpage/image-id/25606i9E975D7237670A34/image-size/medium?v=v2&amp;px=400\" alt=\"Share your ideas about Databricks (1).png\" />\n <\/figure>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/announcements/bd-p/Announcements\">Announcements<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/announcements/community-pulse-your-weekly-roundup-march-23-29-2026/td-p/153008\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>208<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>1<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>2<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Thursday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/announcements/community-pulse-your-weekly-roundup-march-23-29-2026/td-p/153008\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/175319\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"Sumit_7\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/18218i9BB54525F2813D45/image-dimensions/150x150/image-coordinates/4%2C668%2C1856%2C2520?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/175319\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >Sumit_7<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">Honored Contributor<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Kudos to all the contributorsThanks for the mention&nbsp;&nbsp;@Advika&nbsp;\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n yesterday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-solved custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/198217\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"mits1\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/piano/avatar-theme/candy/avatar-collection/music/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/198217\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >mits1<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>New Contributor III<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Wednesday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>428<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>11<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <i class=\"custom-thread-solved\"><small>Resolved!<\/small><\/i>\n <a href=\"/t5/data-engineering/autoloader-inserts-null-rows-in-delta-table-while-reading-json/td-p/152914\" title=\"Autoloader inserts null rows in delta table while reading json file\">Autoloader inserts null rows in delta table while reading json file<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n Hi,I am exploring Schema inference and Schema evolution using Autoloader.I am reading a single line json file and writing in a delta table which does not exist already (creating it on the fly), using pyspark (below is the code).Code :spark.readStream...\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/data-engineering/bd-p/data-engineering\">Data Engineering<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/data-engineering/autoloader-inserts-null-rows-in-delta-table-while-reading-json/td-p/152914\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>428<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>11<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Wednesday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/data-engineering/autoloader-inserts-null-rows-in-delta-table-while-reading-json/td-p/152914\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/137956\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"karthickrs\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/25654iE6C13D34BF39CBFD/image-dimensions/150x150/image-coordinates/0%2C372%2C4912%2C5284?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/137956\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >karthickrs<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">New Contributor III<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Hi&nbsp;,The extra rows could have been caused by various reasons:Extra files in the directoryEmpty or corrupt recordsNon-JSON content being picked up on the first runYou could make sure that your input path contains only valid JSON files or you could mod...\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <a class=\"moreAnswers\" href=\"/t5/data-engineering/autoloader-inserts-null-rows-in-delta-table-while-reading-json/td-p/152914\">\n 10 More Replies\n <\/a>\n <\/div>\n <\/div>\n<\/div>\n <div class=\"community-activity-main-content custom-thread-unread\">\n <div class=\"communityAct-authorAndIcon\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/224253\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"krishna007\" src=\"https://community.databricks.com/t5/image/serverpage/avatar-name/laptop/avatar-theme/candy/avatar-collection/tech/avatar-display-size/profile/version/2?xdesc=1.0\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <span>by <\/span>\n <a href=\"/t5/user/viewprofilepage/user-id/224253\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >krishna007<\/span>\n <\/a>>\n \n <\/strong>\n <small>&bull;<\/small> <em>New Contributor<\/em>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Sunday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>128<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>2<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"titleAndInfo\">\n <h3>\n <a href=\"/t5/administration-architecture/what-is-the-best-way-to-use-unity-catalog-with-medallion/td-p/152460\" title=\"What is the best way to use Unity catalog with medallion architecture using ADLS2\">What is the best way to use Unity catalog with medallion architecture using ADLS2<\/a>\n <\/h3>\n <p class=\"detailsPara\">\n Hi,I am using a medallion architecture on Azure Data Lake Storage Gen2 with Azure Databricks. Currently, I am storing data in Parquet format (not Delta tables), and I am planning to implement Unity Catalog (UC).As part of this setup, I understand tha...\n \n <\/p>\n <\/div>\n <div class=\"tagsAndReply\">\n <div class=\"detailsOfInfo\">\n <a class=\"tagClass\" href=\"/t5/administration-architecture/bd-p/administration-and-architecture\">Administration &amp; Architecture<\/a>\n <\/div>\n <div class=\"answerBtn\">\n <a href=\"/t5/administration-architecture/what-is-the-best-way-to-use-unity-catalog-with-medallion/td-p/152460\" class=\"answer\">Reply<\/a>\n <\/div>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-views\"><b>128<\/b> Views<\/li>\n <li class=\"custom-tile-replies\"><b>2<\/b> replies<\/li>\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Sunday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n\n <div class=\"viewMoreButton\">\n <a href=\"/t5/administration-architecture/what-is-the-best-way-to-use-unity-catalog-with-medallion/td-p/152460\"> <span> Reply <\/span> <\/a>\n <\/div>\n <div class=\"latestAnswers\">\n <div>\n <div class=\"latestAnswersLine\"> <span> Latest Reply <\/span> <\/div>\n <div class=\"likesAndName\">\n <div class=\"authorInfo\">\n <div class=\"custom-tile-author-info\">\n <a class=\"UserAvatar lia-link-navigation\" href=\"/t5/user/viewprofilepage/user-id/137956\" title=\"View profile\">\n <img class=\"lia-user-avatar-message\" alt=\"karthickrs\" src=\"https://community.databricks.com/t5/image/serverpage/image-id/25654iE6C13D34BF39CBFD/image-dimensions/150x150/image-coordinates/0%2C372%2C4912%2C5284?v=v2\" />\n <\/a>\n <div class=\"nameAndDate\">\n <div class=\"authorName\">\n <strong>\n <a href=\"/t5/user/viewprofilepage/user-id/137956\" rel=\"author\" title=\"View profile\">\n <span class=\" nondb-employee\" >karthickrs<\/span>\n <\/a>\n <div class=\"mobileViewReplyRank\">New Contributor III<\/div>\n <\/strong>\n <\/div>\n <div class=\"desktopView dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"iconSectionRight\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/div>\n <div class=\"reply_titleAndInfo\">\n <p>\n Hi,Option 2 is should be avoided.The real decision is between Option 1 (simpler) and Option 3 (best practice).Why OPTION 2 is a NO GO:This violates separation of concerns:&nbsp;&nbsp;Mixes governance layer (catalog storage) with data layer (bronze)&nbsp;Harder to m...\n <\/p>\n <\/div>\n <div class=\"mobileViewStatisticsAndDate\">\n <div class=\"iconSectionRightMobile\">\n <div class=\"iconClass\" style=\"font-size: 12px;\">\n <ul class=\"custom-tile-statistics\">\n <li class=\"custom-tile-kudos\"><b>0<\/b> kudos<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <div class=\"dateAndTime\">\n \n <div class=\"custom-tile-date\">\n <time datetime=\"MM-dd-yyyy hh:mm a\">\n Friday\n <\/time>\n <\/div>\n <\/div>\n <\/div> \n <a class=\"moreAnswers\" href=\"/t5/administration-architecture/what-is-the-best-way-to-use-unity-catalog-with-medallion/td-p/152460\">\n 1 More Replies\n <\/a>\n <\/div>\n <\/div>\n<\/div>\n", "EOR":"false", "messagesCount":"21339" }