With Azure Database for PostgreSQL Flexible Server (Shortened to Flex for this article), customers now have the option of using the standard PostgreSQL Native Logical Replication feature to implement data replication solutions. These solutions can be in either direction, for example, on-prem to Azure or vice versa. There are many scenarios that can take advantage of this feature, for example:
One-time data migration from practically anywhere to Azure
Ongoing Change Data Capture
Replication between two separate Flex instances in different Azure regions for reporting, analytics or even disaster recovery purposes
Customer managed multi-master replication between separate Flex instances or even on-prem to azure or vice-versa. Please note that data conflicts can happen, and you will need to manage these – be sure to read the docs (link below)
To get the most from this article it is probably a pre-requisite for you to have an intermediate to advanced understanding of PostgreSQL and knowledge of networking and security concepts. Here is a high-level logical diagram showing the PostgreSQL Logical Replication components:
One or more ‘Publications’ can be setup on a source database that wishes to be a publisher for tables. These can then be consumed by a subscriber database, by configuring a ‘Subscription’.
This article will hopefully provide you with enough information on the core concepts involved in logical replication and should then allow you to adapt those learnings to your own environment, where you may already have the source database and existing tables with data. In this article I will focus on using logical replication to setup a selective one-way replication from an on-prem instance of a PostgreSQL database to a Flex instance on the Azure cloud in line with the diagram below:
Our Flex instance has been configured to use the Public Access networking option. We won’t cover the option of Private Access, however the same principles would apply to the database configuration to use PostgreSQL Logical Replication and all that would change would be the underlying networking configuration.
We are going to set this up so that all 4 tables in public schema of the the On-Premises server are replicated to the Flex instance but into the postgres database into its public schema. The source tables to be replicated are:
public.pgbench_accounts
public.pgbench_branches
public.pgbench_history
public.pgbench_tellers
You might notice these table names if you have ever used the standard PostgreSQL benchmarking utility pgbench. I am using that tool here to simplify the creation of tables and data.
At a high level these are the configuration steps necessary to tie this all together to produce a working example. Configuration of:
Required source database settings
Firewall – allow access to and from both source and target databases
Schema objects and data
Publications
Subscriptions
Let’s get started….
PostgreSQL Settings
For logical replication to work, the source PostgreSQL instance must have the parameter ‘wal_level’ set to ‘logical’. You can check this by issuing the following command in psql or pgadmin:
show wal_level;
If it responds with anything other than ‘logical’ you will need to make that change in your PostgreSQL instance’s configuration file, typically postgresql.conf. On my Debian source system that file is located in /etc/postgresql/14/main directory. Other items to check when you are there are:
listen_addresses (defaults to ‘localhost’ but you will need to change that and update pg_hba.conf to allow connections from Azure)
port (defaults to 5432, but on hosts where you have many PostgreSQL clusters your specific database might be listening on a non-default port)
After making any necessary changes, you will need to restart your PostgreSQL cluster, on Debian I use the helper script like so:
pg_ctlcluster 14 main restart
Once you have confirmed that your wal_level is now set to ‘logical’ you can proceed to the next step.
Firewall Settings
As mentioned above, I’m using public addressable networking for my Flex instance and not Private Networking with VNET. With either access method, you’ll need to allow traffic to flow in both directions between your databases:
Azure to On-prem
On-prem to Azure
There are certain times when configuring or modifying logical replication that the target database will initiate a connect to the source. You’ll have to ensure that your ‘on-premises’ PostgreSQL database is contactable from your Flex instance and vice-verssa when you complete the logical replication setup. Typically, this will involve setup of NAT and a firewall rule, do note that your on-prem PostgreSQL port number (default 5432) will need to be known to set this up (see the section below on logical replication ‘subscriptions’). On my on-prem server.
Setup of Database Objects & Data
As I mentioned earlier, I’m using pgbench to create both schema objects and data for this article to explain the whole process. If you already have your source tables with data, you can skip this step and simply create the same objects in the target database by either using pg_dump and pg_restore or simply running the DDL on the target database. I have pgbench installed on my on-prem database server. The steps to create the pgbench schema objects, which contains 4 tables, are straightforward for both source and destination databases.
This tells pgbench to connect to local postgresql listening on port 5436, specifically the database ‘mydb’ and drop tables, create tables with primary keys and create data. Output should be similar to this:
This tells pgbench to connect to my flex instance, specifically the database ‘postgres’ and drop tables, create tables and primary keys but, importantly, not create any data for the tables. Output should be like this:
dropping old tables...
creating tables...
creating primary keys...
done in 0.20 s (drop tables 0.03 s, create tables 0.08 s, primary keys 0.09 s).
Now we have the tables matching between on-prem and Flex but there is data only in the on-prem ‘mydb’ database.
PostgreSQL Logical Replication - Publications
This step involves setting up a Logical Replication ‘Publication’ on your source database for the tables you want to publish. See the official doc PostgreSQL: Documentation: 30.1. Publication for more details on the options available. The creation of the publication can be performed with the individual commands below or it can be scripted if, for example, you want to publish a larger number of tables, or perhaps all tables from one or more schemas:
create publication mydbpublic;
alter publication mydbpublic add table public.pgbench_accounts;
alter publication mydbpublic add table public.pgbench_history;
alter publication mydbpublic add table public.pgbench_branches;
alter publication mydbpublic add table public.pgbench_tellers;
Note that setting up a publication does not start any replication.
You can check on the publication configuration by using the following commands:
select * from pg_publication;
select * from pg_publication_tables;
Output should be similar the screenshots below:
PostgreSQL Logical Replication - Subscriptions
This step involves setting up a Logical Replication ‘Subscription’ on your target database for the tables you want to subscribe to. Here is the link to the official documentation PostgreSQL: Documentation:: 30.2. Subscription which explains more details and the options available.
Running this command (from psql, pgadmin or your favourite tool) will now finalize the setup and start the replication by default, it is possible to disable the initial sync:
Note that executing the above command will lead to the target database (Flex in Azure) connecting to your source database with the details you provided. This means that network traffic will originate from an Azure managed IP address as described above.
You can check on the publication configuration by using the following command:
select * from pg_subscription;
And you should see output like this for your subscription;
Now to the final test, did my data replicate from mydb on-prem to postgres in Azure ? Give it a couple of minutes and try running something like this on your target database:
select count(1) from public.pgbench_accounts;
Yes, all 1 million rows have now been copied from source to target as part of the initial sync that happens by default when you create the subscription.
Now that we have set it up and can see it working, how about we run some pgbench benchmarks and prove that the solution works under a bit of pressure? Running the command below on my on-prem server will execute a read/write benchmark on the source database:
How will I know the replication has worked ? Well, pgbench by default keeps a history of changes in the pgbench_history table, with a ‘delta’ column keeping a sort of transaction history. If you run something like this on both source and target databases the results should be identical:
select sum(delta) from public.pgbench_history;
First on the source;
And then on the target
Now is a good time to highlight some very important restrictions to consider. These are detailed in the PostgreSQL community docs here PostgreSQL: Documentation: 31.4. Restrictions and you should make yourself familiar with them.
Managing DDL Changes
It is probably a fairly common requirement to change some table structures at some point in time during an application’s lifecycle. It is important to note that Logical Replication will not replicate any DDL changes in either direction. For example, if you want to make a table definition change, like adding a column, this will break the replication. Perhaps the best way to manage this is to first stop the replication by using the ALTER SUBSCRIPTION command E.g.:
alter subscription sub_onprem_mydb_public disable;
This has the effect of pausing replication. Once complete you can alter the target table and add the column, then alter the source table and add the column. After that you can re-enable replication:
alter subscription sub_onprem_mydb_public enable;
Managing Conflicts
I mentioned Multi-Master replication in the intro but would like to touch on it a little more. There is nothing to stop you from designing, implementing and testing a setup like this where your application can use both databases and write to both databases, and even the same tables on these databases. It is important to note that PostgreSQL will not stop you from doing that, but should any conflict arise, replication will stop until you resolve the conflict. Details here PostgreSQL: Documentation: 31.3. Conflicts
Summary
Hopefully this article has helped you understand what PostgreSQL Logical Replication is and what it can and can’t do and provided some food for thought when either migrating to Azure Flexible Server or designing a new multi-master database for a business critical application.
Hello bmckerr-MSFT - Thanks so much for sharing the details. However, I am curious to understand what the advantages could be of using Logical replication for DR scenarios across multi region. On the other hand, Microsoft also recommends, read replica approach and promote Read replica as Read/Write server in case DR occurs. In addition, did you try Logical replication for multi region when PostgreSQL DB Flexi server is provisioned using Private VNET and public access is NOT allowed. I believe that in this configuration, we require VNST Peering because both DBs would be provisioned in separate VNETs in different regions. Please share your inputs.
Share
"}},"componentScriptGroups({\"componentId\":\"custom.widget.Social_Sharing\"})":{"__typename":"ComponentScriptGroups","scriptGroups":{"__typename":"ComponentScriptGroupsDefinition","afterInteractive":{"__typename":"PageScriptGroupDefinition","group":"AFTER_INTERACTIVE","scriptIds":[]},"lazyOnLoad":{"__typename":"PageScriptGroupDefinition","group":"LAZY_ON_LOAD","scriptIds":[]}},"componentScripts":[]},"component({\"componentId\":\"custom.widget.MicrosoftFooter\"})":{"__typename":"Component","render({\"context\":{\"component\":{\"entities\":[],\"props\":{}},\"page\":{\"entities\":[\"board:ADforPostgreSQL\",\"message:3799509\"],\"name\":\"BlogMessagePage\",\"props\":{},\"url\":\"https://techcommunity.microsoft.com/blog/adforpostgresql/azure-database-for-postgresql--logical-replication/3799509\"}}})":{"__typename":"ComponentRenderResult","html":""}},"componentScriptGroups({\"componentId\":\"custom.widget.MicrosoftFooter\"})":{"__typename":"ComponentScriptGroups","scriptGroups":{"__typename":"ComponentScriptGroupsDefinition","afterInteractive":{"__typename":"PageScriptGroupDefinition","group":"AFTER_INTERACTIVE","scriptIds":[]},"lazyOnLoad":{"__typename":"PageScriptGroupDefinition","group":"LAZY_ON_LOAD","scriptIds":[]}},"componentScripts":[]},"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/community/NavbarDropdownToggle\"]})":[{"__ref":"CachedAsset:text:en_US-components/community/NavbarDropdownToggle-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/common/QueryHandler\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/common/QueryHandler-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageCoverImage\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageCoverImage-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeTitle\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeTitle-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageTimeToRead\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageTimeToRead-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageSubject\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageSubject-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/users/UserLink\"]})":[{"__ref":"CachedAsset:text:en_US-components/users/UserLink-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/users/UserRank\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/users/UserRank-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageTime\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageTime-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageBody\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageBody-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageCustomFields\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageCustomFields-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageRevision\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageRevision-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageReplyButton\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageReplyButton-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/messages/MessageAuthorBio\"]})":[{"__ref":"CachedAsset:text:en_US-components/messages/MessageAuthorBio-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/users/UserAvatar\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/users/UserAvatar-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/ranks/UserRankLabel\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/ranks/UserRankLabel-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"components/users/UserRegistrationDate\"]})":[{"__ref":"CachedAsset:text:en_US-components/users/UserRegistrationDate-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeAvatar\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeAvatar-1737571274000"}],"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeDescription\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeDescription-1737571274000"}],"message({\"id\":\"message:4055803\"})":{"__ref":"BlogReplyMessage:message:4055803"},"cachedText({\"lastModified\":\"1737571274000\",\"locale\":\"en-US\",\"namespaces\":[\"shared/client/components/nodes/NodeIcon\"]})":[{"__ref":"CachedAsset:text:en_US-shared/client/components/nodes/NodeIcon-1737571274000"}]},"CachedAsset:pages-1742474480831":{"__typename":"CachedAsset","id":"pages-1742474480831","value":[{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"BlogViewAllPostsPage","type":"BLOG","urlPath":"/category/:categoryId/blog/:boardId/all-posts/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"CasePortalPage","type":"CASE_PORTAL","urlPath":"/caseportal","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"CreateGroupHubPage","type":"GROUP_HUB","urlPath":"/groups/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"CaseViewPage","type":"CASE_DETAILS","urlPath":"/case/:caseId/:caseNumber","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"InboxPage","type":"COMMUNITY","urlPath":"/inbox","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"HelpFAQPage","type":"COMMUNITY","urlPath":"/help","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"IdeaMessagePage","type":"IDEA_POST","urlPath":"/idea/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"IdeaViewAllIdeasPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId/all-ideas/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"LoginPage","type":"USER","urlPath":"/signin","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"BlogPostPage","type":"BLOG","urlPath":"/category/:categoryId/blogs/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"UserBlogPermissions.Page","type":"COMMUNITY","urlPath":"/c/user-blog-permissions/page","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ThemeEditorPage","type":"COMMUNITY","urlPath":"/designer/themes","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"TkbViewAllArticlesPage","type":"TKB","urlPath":"/category/:categoryId/kb/:boardId/all-articles/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730819800000,"localOverride":null,"page":{"id":"AllEvents","type":"CUSTOM","urlPath":"/Events","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"OccasionEditPage","type":"EVENT","urlPath":"/event/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"OAuthAuthorizationAllowPage","type":"USER","urlPath":"/auth/authorize/allow","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"PageEditorPage","type":"COMMUNITY","urlPath":"/designer/pages","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"PostPage","type":"COMMUNITY","urlPath":"/category/:categoryId/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ForumBoardPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"TkbBoardPage","type":"TKB","urlPath":"/category/:categoryId/kb/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"EventPostPage","type":"EVENT","urlPath":"/category/:categoryId/events/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"UserBadgesPage","type":"COMMUNITY","urlPath":"/users/:login/:userId/badges","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"GroupHubMembershipAction","type":"GROUP_HUB","urlPath":"/membership/join/:nodeId/:membershipType","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"MaintenancePage","type":"COMMUNITY","urlPath":"/maintenance","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"IdeaReplyPage","type":"IDEA_REPLY","urlPath":"/idea/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"UserSettingsPage","type":"USER","urlPath":"/mysettings/:userSettingsTab","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"GroupHubsPage","type":"GROUP_HUB","urlPath":"/groups","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ForumPostPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"OccasionRsvpActionPage","type":"OCCASION","urlPath":"/event/:boardId/:messageSubject/:messageId/rsvp/:responseType","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"VerifyUserEmailPage","type":"USER","urlPath":"/verifyemail/:userId/:verifyEmailToken","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"AllOccasionsPage","type":"OCCASION","urlPath":"/category/:categoryId/events/:boardId/all-events/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"EventBoardPage","type":"EVENT","urlPath":"/category/:categoryId/events/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"TkbReplyPage","type":"TKB_REPLY","urlPath":"/kb/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"IdeaBoardPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"CommunityGuideLinesPage","type":"COMMUNITY","urlPath":"/communityguidelines","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"CaseCreatePage","type":"SALESFORCE_CASE_CREATION","urlPath":"/caseportal/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"TkbEditPage","type":"TKB","urlPath":"/kb/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ForgotPasswordPage","type":"USER","urlPath":"/forgotpassword","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"IdeaEditPage","type":"IDEA","urlPath":"/idea/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"TagPage","type":"COMMUNITY","urlPath":"/tag/:tagName","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"BlogBoardPage","type":"BLOG","urlPath":"/category/:categoryId/blog/:boardId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"OccasionMessagePage","type":"OCCASION_TOPIC","urlPath":"/event/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ManageContentPage","type":"COMMUNITY","urlPath":"/managecontent","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ClosedMembershipNodeNonMembersPage","type":"GROUP_HUB","urlPath":"/closedgroup/:groupHubId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"CommunityPage","type":"COMMUNITY","urlPath":"/","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ForumMessagePage","type":"FORUM_TOPIC","urlPath":"/discussions/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"IdeaPostPage","type":"IDEA","urlPath":"/category/:categoryId/ideas/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730819800000,"localOverride":null,"page":{"id":"CommunityHub.Page","type":"CUSTOM","urlPath":"/Directory","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"BlogMessagePage","type":"BLOG_ARTICLE","urlPath":"/blog/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"RegistrationPage","type":"USER","urlPath":"/register","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"EditGroupHubPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ForumEditPage","type":"FORUM","urlPath":"/discussions/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ResetPasswordPage","type":"USER","urlPath":"/resetpassword/:userId/:resetPasswordToken","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1730819800000,"localOverride":null,"page":{"id":"AllBlogs.Page","type":"CUSTOM","urlPath":"/blogs","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"TkbMessagePage","type":"TKB_ARTICLE","urlPath":"/kb/:boardId/:messageSubject/:messageId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"BlogEditPage","type":"BLOG","urlPath":"/blog/:boardId/:messageSubject/:messageId/edit","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ManageUsersPage","type":"USER","urlPath":"/users/manage/:tab?/:manageUsersTab?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ForumReplyPage","type":"FORUM_REPLY","urlPath":"/discussions/:boardId/:messageSubject/:messageId/replies/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"PrivacyPolicyPage","type":"COMMUNITY","urlPath":"/privacypolicy","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"NotificationPage","type":"COMMUNITY","urlPath":"/notifications","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"UserPage","type":"USER","urlPath":"/users/:login/:userId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"OccasionReplyPage","type":"OCCASION_REPLY","urlPath":"/event/:boardId/:messageSubject/:messageId/comments/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ManageMembersPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/manage/:tab?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"SearchResultsPage","type":"COMMUNITY","urlPath":"/search","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"BlogReplyPage","type":"BLOG_REPLY","urlPath":"/blog/:boardId/:messageSubject/:messageId/replies/:replyId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"GroupHubPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"TermsOfServicePage","type":"COMMUNITY","urlPath":"/termsofservice","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"CategoryPage","type":"CATEGORY","urlPath":"/category/:categoryId","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"ForumViewAllTopicsPage","type":"FORUM","urlPath":"/category/:categoryId/discussions/:boardId/all-topics/(/:after|/:before)?","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"TkbPostPage","type":"TKB","urlPath":"/category/:categoryId/kbs/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"},{"lastUpdatedTime":1742474480831,"localOverride":null,"page":{"id":"GroupHubPostPage","type":"GROUP_HUB","urlPath":"/group/:groupHubId/:boardId/create","__typename":"PageDescriptor"},"__typename":"PageResource"}],"localOverride":false},"CachedAsset:text:en_US-components/context/AppContext/AppContextProvider-0":{"__typename":"CachedAsset","id":"text:en_US-components/context/AppContext/AppContextProvider-0","value":{"noCommunity":"Cannot find community","noUser":"Cannot find current user","noNode":"Cannot find node with id {nodeId}","noMessage":"Cannot find message with id {messageId}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/common/Loading/LoadingDot-0":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/Loading/LoadingDot-0","value":{"title":"Loading..."},"localOverride":false},"User:user:-1":{"__typename":"User","id":"user:-1","uid":-1,"login":"Deleted","email":"","avatar":null,"rank":null,"kudosWeight":1,"registrationData":{"__typename":"RegistrationData","status":"ANONYMOUS","registrationTime":null,"confirmEmailStatus":false,"registrationAccessLevel":"VIEW","ssoRegistrationFields":[]},"ssoId":null,"profileSettings":{"__typename":"ProfileSettings","dateDisplayStyle":{"__typename":"InheritableStringSettingWithPossibleValues","key":"layout.friendly_dates_enabled","value":"false","localValue":"true","possibleValues":["true","false"]},"dateDisplayFormat":{"__typename":"InheritableStringSetting","key":"layout.format_pattern_date","value":"MMM dd yyyy","localValue":"MM-dd-yyyy"},"language":{"__typename":"InheritableStringSettingWithPossibleValues","key":"profile.language","value":"en-US","localValue":"en","possibleValues":["en-US"]}},"deleted":false},"Theme:customTheme1":{"__typename":"Theme","id":"customTheme1"},"Category:category:AzureDatabases":{"__typename":"Category","id":"category:AzureDatabases","entityType":"CATEGORY","displayId":"AzureDatabases","nodeType":"category","depth":3,"title":"Azure Data","shortTitle":"Azure Data","parent":{"__ref":"Category:category:products-services"}},"Category:category:top":{"__typename":"Category","id":"category:top","displayId":"top","nodeType":"category","depth":0,"title":"Top","entityType":"CATEGORY","shortTitle":"Top"},"Category:category:communities":{"__typename":"Category","id":"category:communities","displayId":"communities","nodeType":"category","depth":1,"parent":{"__ref":"Category:category:top"},"title":"Communities","entityType":"CATEGORY","shortTitle":"Communities"},"Category:category:products-services":{"__typename":"Category","id":"category:products-services","displayId":"products-services","nodeType":"category","depth":2,"parent":{"__ref":"Category:category:communities"},"title":"Products","entityType":"CATEGORY","shortTitle":"Products"},"Blog:board:ADforPostgreSQL":{"__typename":"Blog","id":"board:ADforPostgreSQL","entityType":"BLOG","displayId":"ADforPostgreSQL","nodeType":"board","depth":4,"conversationStyle":"BLOG","title":"Azure Database for PostgreSQL Blog","description":"","avatar":null,"profileSettings":{"__typename":"ProfileSettings","language":null},"parent":{"__ref":"Category:category:AzureDatabases"},"ancestors":{"__typename":"CoreNodeConnection","edges":[{"__typename":"CoreNodeEdge","node":{"__ref":"Community:community:gxcuf89792"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:communities"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:products-services"}},{"__typename":"CoreNodeEdge","node":{"__ref":"Category:category:AzureDatabases"}}]},"userContext":{"__typename":"NodeUserContext","canAddAttachments":false,"canUpdateNode":false,"canPostMessages":false,"isSubscribed":false},"boardPolicies":{"__typename":"BoardPolicies","canPublishArticleOnCreate":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.forums.policy_can_publish_on_create_workflow_action.accessDenied","key":"error.lithium.policies.forums.policy_can_publish_on_create_workflow_action.accessDenied","args":[]}}},"shortTitle":"Azure Database for PostgreSQL Blog","repliesProperties":{"__typename":"RepliesProperties","sortOrder":"REVERSE_PUBLISH_TIME","repliesFormat":"threaded"},"eventPath":"category:AzureDatabases/category:products-services/category:communities/community:gxcuf89792board:ADforPostgreSQL/","tagProperties":{"__typename":"TagNodeProperties","tagsEnabled":{"__typename":"PolicyResult","failureReason":null}},"requireTags":false,"tagType":"FREEFORM_ONLY"},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc","height":512,"width":512,"mimeType":"image/png"},"Rank:rank:4":{"__typename":"Rank","id":"rank:4","position":6,"name":"Microsoft","color":"333333","icon":{"__ref":"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/cmstNC05WEo0blc\"}"},"rankStyle":"OUTLINE"},"User:user:1234222":{"__typename":"User","id":"user:1234222","uid":1234222,"login":"bmckerr-MSFT","deleted":false,"avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/dS0xMjM0MjIyLTM2NzA5OGlBN0M2NjJFMzAwODMxMTM2"},"rank":{"__ref":"Rank:rank:4"},"email":"","messagesCount":10,"biography":null,"topicsCount":3,"kudosReceivedCount":16,"kudosGivenCount":22,"kudosWeight":1,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2021-11-30T15:31:48.462-08:00","confirmEmailStatus":null},"followersCount":null,"solutionsCount":0},"BlogTopicMessage:message:3799509":{"__typename":"BlogTopicMessage","uid":3799509,"subject":"Azure Database for PostgreSQL : Logical Replication","id":"message:3799509","revisionNum":5,"repliesCount":1,"author":{"__ref":"User:user:1234222"},"depth":0,"hasGivenKudo":false,"board":{"__ref":"Blog:board:ADforPostgreSQL"},"conversation":{"__ref":"Conversation:conversation:3799509"},"messagePolicies":{"__typename":"MessagePolicies","canPublishArticleOnEdit":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","key":"error.lithium.policies.forums.policy_can_publish_on_edit_workflow_action.accessDenied","args":[]}},"canModerateSpamMessage":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","key":"error.lithium.policies.feature.moderation_spam.action.moderate_entity.allowed.accessDenied","args":[]}}},"contentWorkflow":{"__typename":"ContentWorkflow","state":"PUBLISH","scheduledPublishTime":null,"scheduledTimezone":null,"userContext":{"__typename":"MessageWorkflowContext","canSubmitForReview":null,"canEdit":false,"canRecall":null,"canSubmitForPublication":null,"canReturnToAuthor":null,"canPublish":null,"canReturnToReview":null,"canSchedule":false},"shortScheduledTimezone":null},"readOnly":false,"editFrozen":false,"moderationData":{"__ref":"ModerationData:moderation_data:3799509"},"teaser":"
\n
A guide to using PostgreSQL Native Logical Replication
","body":"
With Azure Database for PostgreSQL Flexible Server (Shortened to Flex for this article), customers now have the option of using the standard PostgreSQL Native Logical Replication feature to implement data replication solutions. These solutions can be in either direction, for example, on-prem to Azure or vice versa. There are many scenarios that can take advantage of this feature, for example:
\n
\n
\n
One-time data migration from practically anywhere to Azure
\n
Ongoing Change Data Capture
\n
Replication between two separate Flex instances in different Azure regions for reporting, analytics or even disaster recovery purposes
\n
Customer managed multi-master replication between separate Flex instances or even on-prem to azure or vice-versa. Please note that data conflicts can happen, and you will need to manage these – be sure to read the docs (link below)
\n
\n
\n
To get the most from this article it is probably a pre-requisite for you to have an intermediate to advanced understanding of PostgreSQL and knowledge of networking and security concepts. Here is a high-level logical diagram showing the PostgreSQL Logical Replication components:
\n
\n
\n
\n
One or more ‘Publications’ can be setup on a source database that wishes to be a publisher for tables. These can then be consumed by a subscriber database, by configuring a ‘Subscription’.
This article will hopefully provide you with enough information on the core concepts involved in logical replication and should then allow you to adapt those learnings to your own environment, where you may already have the source database and existing tables with data. In this article I will focus on using logical replication to setup a selective one-way replication from an on-prem instance of a PostgreSQL database to a Flex instance on the Azure cloud in line with the diagram below:
\n
\n
\n
\n
\n
Our Flex instance has been configured to use the Public Access networking option. We won’t cover the option of Private Access, however the same principles would apply to the database configuration to use PostgreSQL Logical Replication and all that would change would be the underlying networking configuration.
\n
\n
We are going to set this up so that all 4 tables in public schema of the the On-Premises server are replicated to the Flex instance but into the postgres database into its public schema. The source tables to be replicated are:
\n
\n
\n
public.pgbench_accounts
\n
public.pgbench_branches
\n
public.pgbench_history
\n
public.pgbench_tellers
\n
\n
You might notice these table names if you have ever used the standard PostgreSQL benchmarking utility pgbench. I am using that tool here to simplify the creation of tables and data.
\n
\n
\n
At a high level these are the configuration steps necessary to tie this all together to produce a working example. Configuration of:
\n
\n
\n
Required source database settings
\n
Firewall – allow access to and from both source and target databases
\n
Schema objects and data
\n
Publications
\n
Subscriptions
\n
\n
\n
Let’s get started….
\n
\n
PostgreSQL Settings
\n
For logical replication to work, the source PostgreSQL instance must have the parameter ‘wal_level’ set to ‘logical’. You can check this by issuing the following command in psql or pgadmin:
\n
\n
show wal_level;
\n
\n
If it responds with anything other than ‘logical’ you will need to make that change in your PostgreSQL instance’s configuration file, typically postgresql.conf. On my Debian source system that file is located in /etc/postgresql/14/main directory. Other items to check when you are there are:
\n
\n
\n
listen_addresses (defaults to ‘localhost’ but you will need to change that and update pg_hba.conf to allow connections from Azure)
\n
port (defaults to 5432, but on hosts where you have many PostgreSQL clusters your specific database might be listening on a non-default port)
\n
\n
After making any necessary changes, you will need to restart your PostgreSQL cluster, on Debian I use the helper script like so:
\n
\n
pg_ctlcluster 14 main restart
\n
\n
Once you have confirmed that your wal_level is now set to ‘logical’ you can proceed to the next step.
\n
\n
Firewall Settings
\n
As mentioned above, I’m using public addressable networking for my Flex instance and not Private Networking with VNET. With either access method, you’ll need to allow traffic to flow in both directions between your databases:
\n
\n
\n
Azure to On-prem
\n
On-prem to Azure
\n
\n
There are certain times when configuring or modifying logical replication that the target database will initiate a connect to the source. You’ll have to ensure that your ‘on-premises’ PostgreSQL database is contactable from your Flex instance and vice-verssa when you complete the logical replication setup. Typically, this will involve setup of NAT and a firewall rule, do note that your on-prem PostgreSQL port number (default 5432) will need to be known to set this up (see the section below on logical replication ‘subscriptions’). On my on-prem server.
\n
\n
Setup of Database Objects & Data
\n
As I mentioned earlier, I’m using pgbench to create both schema objects and data for this article to explain the whole process. If you already have your source tables with data, you can skip this step and simply create the same objects in the target database by either using pg_dump and pg_restore or simply running the DDL on the target database. I have pgbench installed on my on-prem database server. The steps to create the pgbench schema objects, which contains 4 tables, are straightforward for both source and destination databases.
This tells pgbench to connect to local postgresql listening on port 5436, specifically the database ‘mydb’ and drop tables, create tables with primary keys and create data. Output should be similar to this:
This tells pgbench to connect to my flex instance, specifically the database ‘postgres’ and drop tables, create tables and primary keys but, importantly, not create any data for the tables. Output should be like this:
\n
\n
dropping old tables...
\n
creating tables...
\n
creating primary keys...
\n
done in 0.20 s (drop tables 0.03 s, create tables 0.08 s, primary keys 0.09 s).
\n
\n
Now we have the tables matching between on-prem and Flex but there is data only in the on-prem ‘mydb’ database.
\n
\n
PostgreSQL Logical Replication - Publications
\n
This step involves setting up a Logical Replication ‘Publication’ on your source database for the tables you want to publish. See the official doc PostgreSQL: Documentation: 30.1. Publication for more details on the options available. The creation of the publication can be performed with the individual commands below or it can be scripted if, for example, you want to publish a larger number of tables, or perhaps all tables from one or more schemas:
\n
\n
create publication mydbpublic;
\n
alter publication mydbpublic add table public.pgbench_accounts;
\n
alter publication mydbpublic add table public.pgbench_history;
\n
alter publication mydbpublic add table public.pgbench_branches;
\n
alter publication mydbpublic add table public.pgbench_tellers;
\n
\n
Note that setting up a publication does not start any replication.
\n
You can check on the publication configuration by using the following commands:
\n
\n
select * from pg_publication;
\n
select * from pg_publication_tables;
\n
\n
Output should be similar the screenshots below:
\n
\n
\n
\n
\n
\n
\n
PostgreSQL Logical Replication - Subscriptions
\n
This step involves setting up a Logical Replication ‘Subscription’ on your target database for the tables you want to subscribe to. Here is the link to the official documentation PostgreSQL: Documentation:: 30.2. Subscription which explains more details and the options available.
\n
Running this command (from psql, pgadmin or your favourite tool) will now finalize the setup and start the replication by default, it is possible to disable the initial sync:
Note that executing the above command will lead to the target database (Flex in Azure) connecting to your source database with the details you provided. This means that network traffic will originate from an Azure managed IP address as described above.
\n
You can check on the publication configuration by using the following command:
\n
\n
select * from pg_subscription;
\n
\n
And you should see output like this for your subscription;
\n
\n
\n
\n
Now to the final test, did my data replicate from mydb on-prem to postgres in Azure ? Give it a couple of minutes and try running something like this on your target database:
\n
\n
select count(1) from public.pgbench_accounts;
\n
\n
\n
\n
Yes, all 1 million rows have now been copied from source to target as part of the initial sync that happens by default when you create the subscription.
\n
\n
Now that we have set it up and can see it working, how about we run some pgbench benchmarks and prove that the solution works under a bit of pressure? Running the command below on my on-prem server will execute a read/write benchmark on the source database:
How will I know the replication has worked ? Well, pgbench by default keeps a history of changes in the pgbench_history table, with a ‘delta’ column keeping a sort of transaction history. If you run something like this on both source and target databases the results should be identical:
\n
\n
select sum(delta) from public.pgbench_history;
\n
\n
First on the source;
\n
\n
\n
And then on the target
\n
\n
\n
Now is a good time to highlight some very important restrictions to consider. These are detailed in the PostgreSQL community docs here PostgreSQL: Documentation: 31.4. Restrictions and you should make yourself familiar with them.
\n
\n
Managing DDL Changes
\n
It is probably a fairly common requirement to change some table structures at some point in time during an application’s lifecycle. It is important to note that Logical Replication will not replicate any DDL changes in either direction. For example, if you want to make a table definition change, like adding a column, this will break the replication. Perhaps the best way to manage this is to first stop the replication by using the ALTER SUBSCRIPTION command E.g.:
\n
\n
alter subscription sub_onprem_mydb_public disable;
\n
\n
This has the effect of pausing replication. Once complete you can alter the target table and add the column, then alter the source table and add the column. After that you can re-enable replication:
\n
\n
alter subscription sub_onprem_mydb_public enable;
\n
\n
Managing Conflicts
\n
I mentioned Multi-Master replication in the intro but would like to touch on it a little more. There is nothing to stop you from designing, implementing and testing a setup like this where your application can use both databases and write to both databases, and even the same tables on these databases. It is important to note that PostgreSQL will not stop you from doing that, but should any conflict arise, replication will stop until you resolve the conflict. Details here PostgreSQL: Documentation: 31.3. Conflicts
\n
\n
Summary
\n
Hopefully this article has helped you understand what PostgreSQL Logical Replication is and what it can and can’t do and provided some food for thought when either migrating to Azure Flexible Server or designing a new multi-master database for a business critical application.
With Azure Database for PostgreSQL Flexible Server (Shortened to Flex for this article), customers now have the option of using the standard PostgreSQL Native Logical Replication feature to implement data replication solutions. These solutions can be in either direction, for example, on-prem to Azure or vice versa. There are many scenarios that can take advantage of this feature, for example:
\n
\n
\n
One-time data migration from practically anywhere to Azure
\n
Ongoing Change Data Capture
\n
Replication between two separate Flex instances in different Azure regions for reporting, analytics or even disaster recovery purposes
\n
Customer managed multi-master replication between separate Flex instances or even on-prem to azure or vice-versa. Please note that data conflicts can happen, and you will need to manage these – be sure to read the docs (link below)
\n
\n
\n
To get the most from this article it is probably a pre-requisite for you to have an intermediate to advanced understanding of PostgreSQL and knowledge of networking and security concepts. Here is a high-level logical diagram showing the PostgreSQL Logical Replication components:
\n
\n
\n
\n
One or more ‘Publications’ can be setup on a source database that wishes to be a publisher for tables. These can then be consumed by a subscriber database, by configuring a ‘Subscription’.
This article will hopefully provide you with enough information on the core concepts involved in logical replication and should then allow you to adapt those learnings to your own environment, where you may already have the source database and existing tables with data. In this article I will focus on using logical replication to setup a selective one-way replication from an on-prem instance of a PostgreSQL database to a Flex instance on the Azure cloud in line with the diagram below:
\n
\n
\n
\n
\n
Our Flex instance has been configured to use the Public Access networking option. We won’t cover the option of Private Access, however the same principles would apply to the database configuration to use PostgreSQL Logical Replication and all that would change would be the underlying networking configuration.
\n
\n
We are going to set this up so that all 4 tables in public schema of the the On-Premises server are replicated to the Flex instance but into the postgres database into its public schema. The source tables to be replicated are:
\n
\n
\n
public.pgbench_accounts
\n
public.pgbench_branches
\n
public.pgbench_history
\n
public.pgbench_tellers
\n
\n
You might notice these table names if you have ever used the standard PostgreSQL benchmarking utility pgbench. I am using that tool here to simplify the creation of tables and data.
\n
\n
\n
At a high level these are the configuration steps necessary to tie this all together to produce a working example. Configuration of:
\n
\n
\n
Required source database settings
\n
Firewall – allow access to and from both source and target databases
\n
Schema objects and data
\n
Publications
\n
Subscriptions
\n
\n
\n
Let’s get started….
\n
\n
PostgreSQL Settings
\n
For logical replication to work, the source PostgreSQL instance must have the parameter ‘wal_level’ set to ‘logical’. You can check this by issuing the following command in psql or pgadmin:
\n
\n
show wal_level;
\n
\n
If it responds with anything other than ‘logical’ you will need to make that change in your PostgreSQL instance’s configuration file, typically postgresql.conf. On my Debian source system that file is located in /etc/postgresql/14/main directory. Other items to check when you are there are:
\n
\n
\n
listen_addresses (defaults to ‘localhost’ but you will need to change that and update pg_hba.conf to allow connections from Azure)
\n
port (defaults to 5432, but on hosts where you have many PostgreSQL clusters your specific database might be listening on a non-default port)
\n
\n
After making any necessary changes, you will need to restart your PostgreSQL cluster, on Debian I use the helper script like so:
\n
\n
pg_ctlcluster 14 main restart
\n
\n
Once you have confirmed that your wal_level is now set to ‘logical’ you can proceed to the next step.
\n
\n
Firewall Settings
\n
As mentioned above, I’m using public addressable networking for my Flex instance and not Private Networking with VNET. With either access method, you’ll need to allow traffic to flow in both directions between your databases:
\n
\n
\n
Azure to On-prem
\n
On-prem to Azure
\n
\n
There are certain times when configuring or modifying logical replication that the target database will initiate a connect to the source. You’ll have to ensure that your ‘on-premises’ PostgreSQL database is contactable from your Flex instance and vice-verssa when you complete the logical replication setup. Typically, this will involve setup of NAT and a firewall rule, do note that your on-prem PostgreSQL port number (default 5432) will need to be known to set this up (see the section below on logical replication ‘subscriptions’). On my on-prem server.
\n
\n
Setup of Database Objects & Data
\n
As I mentioned earlier, I’m using pgbench to create both schema objects and data for this article to explain the whole process. If you already have your source tables with data, you can skip this step and simply create the same objects in the target database by either using pg_dump and pg_restore or simply running the DDL on the target database. I have pgbench installed on my on-prem database server. The steps to create the pgbench schema objects, which contains 4 tables, are straightforward for both source and destination databases.
This tells pgbench to connect to local postgresql listening on port 5436, specifically the database ‘mydb’ and drop tables, create tables with primary keys and create data. Output should be similar to this:
This tells pgbench to connect to my flex instance, specifically the database ‘postgres’ and drop tables, create tables and primary keys but, importantly, not create any data for the tables. Output should be like this:
\n
\n
dropping old tables...
\n
creating tables...
\n
creating primary keys...
\n
done in 0.20 s (drop tables 0.03 s, create tables 0.08 s, primary keys 0.09 s).
\n
\n
Now we have the tables matching between on-prem and Flex but there is data only in the on-prem ‘mydb’ database.
\n
\n
PostgreSQL Logical Replication - Publications
\n
This step involves setting up a Logical Replication ‘Publication’ on your source database for the tables you want to publish. See the official doc PostgreSQL: Documentation: 30.1. Publication for more details on the options available. The creation of the publication can be performed with the individual commands below or it can be scripted if, for example, you want to publish a larger number of tables, or perhaps all tables from one or more schemas:
\n
\n
create publication mydbpublic;
\n
alter publication mydbpublic add table public.pgbench_accounts;
\n
alter publication mydbpublic add table public.pgbench_history;
\n
alter publication mydbpublic add table public.pgbench_branches;
\n
alter publication mydbpublic add table public.pgbench_tellers;
\n
\n
Note that setting up a publication does not start any replication.
\n
You can check on the publication configuration by using the following commands:
\n
\n
select * from pg_publication;
\n
select * from pg_publication_tables;
\n
\n
Output should be similar the screenshots below:
\n
\n
\n
\n
\n
\n
\n
PostgreSQL Logical Replication - Subscriptions
\n
This step involves setting up a Logical Replication ‘Subscription’ on your target database for the tables you want to subscribe to. Here is the link to the official documentation PostgreSQL: Documentation:: 30.2. Subscription which explains more details and the options available.
\n
Running this command (from psql, pgadmin or your favourite tool) will now finalize the setup and start the replication by default, it is possible to disable the initial sync:
Note that executing the above command will lead to the target database (Flex in Azure) connecting to your source database with the details you provided. This means that network traffic will originate from an Azure managed IP address as described above.
\n
You can check on the publication configuration by using the following command:
\n
\n
select * from pg_subscription;
\n
\n
And you should see output like this for your subscription;
\n
\n
\n
\n
Now to the final test, did my data replicate from mydb on-prem to postgres in Azure ? Give it a couple of minutes and try running something like this on your target database:
\n
\n
select count(1) from public.pgbench_accounts;
\n
\n
\n
\n
Yes, all 1 million rows have now been copied from source to target as part of the initial sync that happens by default when you create the subscription.
\n
\n
Now that we have set it up and can see it working, how about we run some pgbench benchmarks and prove that the solution works under a bit of pressure? Running the command below on my on-prem server will execute a read/write benchmark on the source database:
How will I know the replication has worked ? Well, pgbench by default keeps a history of changes in the pgbench_history table, with a ‘delta’ column keeping a sort of transaction history. If you run something like this on both source and target databases the results should be identical:
\n
\n
select sum(delta) from public.pgbench_history;
\n
\n
First on the source;
\n
\n
\n
And then on the target
\n
\n
\n
Now is a good time to highlight some very important restrictions to consider. These are detailed in the PostgreSQL community docs here PostgreSQL: Documentation: 31.4. Restrictions and you should make yourself familiar with them.
\n
\n
Managing DDL Changes
\n
It is probably a fairly common requirement to change some table structures at some point in time during an application’s lifecycle. It is important to note that Logical Replication will not replicate any DDL changes in either direction. For example, if you want to make a table definition change, like adding a column, this will break the replication. Perhaps the best way to manage this is to first stop the replication by using the ALTER SUBSCRIPTION command E.g.:
\n
\n
alter subscription sub_onprem_mydb_public disable;
\n
\n
This has the effect of pausing replication. Once complete you can alter the target table and add the column, then alter the source table and add the column. After that you can re-enable replication:
\n
\n
alter subscription sub_onprem_mydb_public enable;
\n
\n
Managing Conflicts
\n
I mentioned Multi-Master replication in the intro but would like to touch on it a little more. There is nothing to stop you from designing, implementing and testing a setup like this where your application can use both databases and write to both databases, and even the same tables on these databases. It is important to note that PostgreSQL will not stop you from doing that, but should any conflict arise, replication will stop until you resolve the conflict. Details here PostgreSQL: Documentation: 31.3. Conflicts
\n
\n
Summary
\n
Hopefully this article has helped you understand what PostgreSQL Logical Replication is and what it can and can’t do and provided some food for thought when either migrating to Azure Flexible Server or designing a new multi-master database for a business critical application.
A guide to using PostgreSQL Native Logical Replication
","introduction":"","coverImage":null,"coverImageProperties":{"__typename":"CoverImageProperties","style":"STANDARD","titlePosition":"BOTTOM","altText":""},"currentRevision":{"__ref":"Revision:revision:3799509_5"},"latestVersion":{"__typename":"FriendlyVersion","major":"2","minor":"0"},"metrics":{"__typename":"MessageMetrics","views":9509},"visibilityScope":"PUBLIC","canonicalUrl":null,"seoTitle":null,"seoDescription":null,"placeholder":false,"originalMessageForPlaceholder":null,"contributors":{"__typename":"UserConnection","edges":[]},"nonCoAuthorContributors":{"__typename":"UserConnection","edges":[]},"coAuthors":{"__typename":"UserConnection","edges":[]},"blogMessagePolicies":{"__typename":"BlogMessagePolicies","canDoAuthoringActionsOnBlog":{"__typename":"PolicyResult","failureReason":{"__typename":"FailureReason","message":"error.lithium.policies.blog.action_can_do_authoring_action.accessDenied","key":"error.lithium.policies.blog.action_can_do_authoring_action.accessDenied","args":[]}}},"archivalData":null,"replies":{"__typename":"MessageConnection","edges":[{"__typename":"MessageEdge","cursor":"MjUuMXwyLjF8aXwxMHwxMzI6MHxpbnQsNDA1NTgwMyw0MDU1ODAz","node":{"__ref":"BlogReplyMessage:message:4055803"}}],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}},"customFields":[],"revisions({\"constraints\":{\"isPublished\":{\"eq\":true}},\"first\":1})":{"__typename":"RevisionConnection","totalCount":5}},"Conversation:conversation:3799509":{"__typename":"Conversation","id":"conversation:3799509","solved":false,"topic":{"__ref":"BlogTopicMessage:message:3799509"},"lastPostingActivityTime":"2024-02-13T04:49:24.190-08:00","lastPostTime":"2024-02-13T04:49:24.190-08:00","unreadReplyCount":1,"isSubscribed":false},"ModerationData:moderation_data:3799509":{"__typename":"ModerationData","id":"moderation_data:3799509","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1NWk1MkU4NEU4QjNGRTk0ODhE?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1NWk1MkU4NEU4QjNGRTk0ODhE?revision=5","title":"logical-replication-of-postgresql-database.jpg","associationType":"TEASER","width":850,"height":563,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA0Nmk3Q0ZGNzg3MDBGODJGQ0JD?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA0Nmk3Q0ZGNzg3MDBGODJGQ0JD?revision=5","title":"bmckerrMSFT_0-1681852999538.png","associationType":"BODY","width":1983,"height":1074,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA0N2k0RTFGNzQwNDBCRUU2MUUx?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA0N2k0RTFGNzQwNDBCRUU2MUUx?revision=5","title":"bmckerrMSFT_1-1681852999544.png","associationType":"BODY","width":1410,"height":787,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA0OGk2QkREOTA1NzE3RDdEOEUz?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA0OGk2QkREOTA1NzE3RDdEOEUz?revision=5","title":"bmckerrMSFT_2-1681852999547.png","associationType":"BODY","width":1605,"height":499,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1MGk0RDJEQTFENjhDRjhENDk1?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1MGk0RDJEQTFENjhDRjhENDk1?revision=5","title":"bmckerrMSFT_3-1681852999550.png","associationType":"BODY","width":1312,"height":501,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1MWlCOEM0N0IzQzZEQjdENzNC?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1MWlCOEM0N0IzQzZEQjdENzNC?revision=5","title":"bmckerrMSFT_4-1681852999554.png","associationType":"BODY","width":1072,"height":562,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA0OWlBOTA0QzczOEQxQzIyM0ZG?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA0OWlBOTA0QzczOEQxQzIyM0ZG?revision=5","title":"bmckerrMSFT_5-1681852999556.png","associationType":"BODY","width":1522,"height":217,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1Mmk1OTg2RkU5M0RCRUY0NkVD?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1Mmk1OTg2RkU5M0RCRUY0NkVD?revision=5","title":"bmckerrMSFT_6-1681852999558.png","associationType":"BODY","width":659,"height":172,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1M2k5QzA5MzA3MTQwNDhEN0Q0?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1M2k5QzA5MzA3MTQwNDhEN0Q0?revision=5","title":"bmckerrMSFT_7-1681852999561.png","associationType":"BODY","width":634,"height":249,"altText":null},"AssociatedImage:{\"url\":\"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1NGkyMDQ2M0E3MEE0MUIwQTNG?revision=5\"}":{"__typename":"AssociatedImage","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/images/bS0zNzk5NTA5LTQ2MjA1NGkyMDQ2M0E3MEE0MUIwQTNG?revision=5","title":"bmckerrMSFT_8-1681852999563.png","associationType":"BODY","width":614,"height":263,"altText":null},"Revision:revision:3799509_5":{"__typename":"Revision","id":"revision:3799509_5","lastEditTime":"2023-04-18T16:15:55.758-07:00"},"CachedAsset:theme:customTheme1-1742474480319":{"__typename":"CachedAsset","id":"theme:customTheme1-1742474480319","value":{"id":"customTheme1","animation":{"fast":"150ms","normal":"250ms","slow":"500ms","slowest":"750ms","function":"cubic-bezier(0.07, 0.91, 0.51, 1)","__typename":"AnimationThemeSettings"},"avatar":{"borderRadius":"50%","collections":["default"],"__typename":"AvatarThemeSettings"},"basics":{"browserIcon":{"imageAssetName":"favicon-1730836283320.png","imageLastModified":"1730836286415","__typename":"ThemeAsset"},"customerLogo":{"imageAssetName":"favicon-1730836271365.png","imageLastModified":"1730836274203","__typename":"ThemeAsset"},"maximumWidthOfPageContent":"1300px","oneColumnNarrowWidth":"800px","gridGutterWidthMd":"30px","gridGutterWidthXs":"10px","pageWidthStyle":"WIDTH_OF_BROWSER","__typename":"BasicsThemeSettings"},"buttons":{"borderRadiusSm":"3px","borderRadius":"3px","borderRadiusLg":"5px","paddingY":"5px","paddingYLg":"7px","paddingYHero":"var(--lia-bs-btn-padding-y-lg)","paddingX":"12px","paddingXLg":"16px","paddingXHero":"60px","fontStyle":"NORMAL","fontWeight":"700","textTransform":"NONE","disabledOpacity":0.5,"primaryTextColor":"var(--lia-bs-white)","primaryTextHoverColor":"var(--lia-bs-white)","primaryTextActiveColor":"var(--lia-bs-white)","primaryBgColor":"var(--lia-bs-primary)","primaryBgHoverColor":"hsl(var(--lia-bs-primary-h), var(--lia-bs-primary-s), calc(var(--lia-bs-primary-l) * 0.85))","primaryBgActiveColor":"hsl(var(--lia-bs-primary-h), var(--lia-bs-primary-s), calc(var(--lia-bs-primary-l) * 0.7))","primaryBorder":"1px solid transparent","primaryBorderHover":"1px solid transparent","primaryBorderActive":"1px solid transparent","primaryBorderFocus":"1px solid var(--lia-bs-white)","primaryBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","secondaryTextColor":"var(--lia-bs-gray-900)","secondaryTextHoverColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.95))","secondaryTextActiveColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.9))","secondaryBgColor":"var(--lia-bs-gray-200)","secondaryBgHoverColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.96))","secondaryBgActiveColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.92))","secondaryBorder":"1px solid transparent","secondaryBorderHover":"1px solid transparent","secondaryBorderActive":"1px solid transparent","secondaryBorderFocus":"1px solid transparent","secondaryBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","tertiaryTextColor":"var(--lia-bs-gray-900)","tertiaryTextHoverColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.95))","tertiaryTextActiveColor":"hsl(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), calc(var(--lia-bs-gray-900-l) * 0.9))","tertiaryBgColor":"transparent","tertiaryBgHoverColor":"transparent","tertiaryBgActiveColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.04)","tertiaryBorder":"1px solid transparent","tertiaryBorderHover":"1px solid hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","tertiaryBorderActive":"1px solid transparent","tertiaryBorderFocus":"1px solid transparent","tertiaryBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","destructiveTextColor":"var(--lia-bs-danger)","destructiveTextHoverColor":"hsl(var(--lia-bs-danger-h), var(--lia-bs-danger-s), calc(var(--lia-bs-danger-l) * 0.95))","destructiveTextActiveColor":"hsl(var(--lia-bs-danger-h), var(--lia-bs-danger-s), calc(var(--lia-bs-danger-l) * 0.9))","destructiveBgColor":"var(--lia-bs-gray-200)","destructiveBgHoverColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.96))","destructiveBgActiveColor":"hsl(var(--lia-bs-gray-200-h), var(--lia-bs-gray-200-s), calc(var(--lia-bs-gray-200-l) * 0.92))","destructiveBorder":"1px solid transparent","destructiveBorderHover":"1px solid transparent","destructiveBorderActive":"1px solid transparent","destructiveBorderFocus":"1px solid transparent","destructiveBoxShadowFocus":"0 0 0 1px var(--lia-bs-primary), 0 0 0 4px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","__typename":"ButtonsThemeSettings"},"border":{"color":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","mainContent":"NONE","sideContent":"LIGHT","radiusSm":"3px","radius":"5px","radiusLg":"9px","radius50":"100vw","__typename":"BorderThemeSettings"},"boxShadow":{"xs":"0 0 0 1px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.08), 0 3px 0 -1px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.16)","sm":"0 2px 4px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.12)","md":"0 5px 15px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.3)","lg":"0 10px 30px hsla(var(--lia-bs-gray-900-h), var(--lia-bs-gray-900-s), var(--lia-bs-gray-900-l), 0.3)","__typename":"BoxShadowThemeSettings"},"cards":{"bgColor":"var(--lia-panel-bg-color)","borderRadius":"var(--lia-panel-border-radius)","boxShadow":"var(--lia-box-shadow-xs)","__typename":"CardsThemeSettings"},"chip":{"maxWidth":"300px","height":"30px","__typename":"ChipThemeSettings"},"coreTypes":{"defaultMessageLinkColor":"var(--lia-bs-link-color)","defaultMessageLinkDecoration":"none","defaultMessageLinkFontStyle":"NORMAL","defaultMessageLinkFontWeight":"400","defaultMessageFontStyle":"NORMAL","defaultMessageFontWeight":"400","forumColor":"#4099E2","forumFontFamily":"var(--lia-bs-font-family-base)","forumFontWeight":"var(--lia-default-message-font-weight)","forumLineHeight":"var(--lia-bs-line-height-base)","forumFontStyle":"var(--lia-default-message-font-style)","forumMessageLinkColor":"var(--lia-default-message-link-color)","forumMessageLinkDecoration":"var(--lia-default-message-link-decoration)","forumMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","forumMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","forumSolvedColor":"#148563","blogColor":"#1CBAA0","blogFontFamily":"var(--lia-bs-font-family-base)","blogFontWeight":"var(--lia-default-message-font-weight)","blogLineHeight":"1.75","blogFontStyle":"var(--lia-default-message-font-style)","blogMessageLinkColor":"var(--lia-default-message-link-color)","blogMessageLinkDecoration":"var(--lia-default-message-link-decoration)","blogMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","blogMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","tkbColor":"#4C6B90","tkbFontFamily":"var(--lia-bs-font-family-base)","tkbFontWeight":"var(--lia-default-message-font-weight)","tkbLineHeight":"1.75","tkbFontStyle":"var(--lia-default-message-font-style)","tkbMessageLinkColor":"var(--lia-default-message-link-color)","tkbMessageLinkDecoration":"var(--lia-default-message-link-decoration)","tkbMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","tkbMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","qandaColor":"#4099E2","qandaFontFamily":"var(--lia-bs-font-family-base)","qandaFontWeight":"var(--lia-default-message-font-weight)","qandaLineHeight":"var(--lia-bs-line-height-base)","qandaFontStyle":"var(--lia-default-message-link-font-style)","qandaMessageLinkColor":"var(--lia-default-message-link-color)","qandaMessageLinkDecoration":"var(--lia-default-message-link-decoration)","qandaMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","qandaMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","qandaSolvedColor":"#3FA023","ideaColor":"#FF8000","ideaFontFamily":"var(--lia-bs-font-family-base)","ideaFontWeight":"var(--lia-default-message-font-weight)","ideaLineHeight":"var(--lia-bs-line-height-base)","ideaFontStyle":"var(--lia-default-message-font-style)","ideaMessageLinkColor":"var(--lia-default-message-link-color)","ideaMessageLinkDecoration":"var(--lia-default-message-link-decoration)","ideaMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","ideaMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","contestColor":"#FCC845","contestFontFamily":"var(--lia-bs-font-family-base)","contestFontWeight":"var(--lia-default-message-font-weight)","contestLineHeight":"var(--lia-bs-line-height-base)","contestFontStyle":"var(--lia-default-message-link-font-style)","contestMessageLinkColor":"var(--lia-default-message-link-color)","contestMessageLinkDecoration":"var(--lia-default-message-link-decoration)","contestMessageLinkFontStyle":"ITALIC","contestMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","occasionColor":"#D13A1F","occasionFontFamily":"var(--lia-bs-font-family-base)","occasionFontWeight":"var(--lia-default-message-font-weight)","occasionLineHeight":"var(--lia-bs-line-height-base)","occasionFontStyle":"var(--lia-default-message-font-style)","occasionMessageLinkColor":"var(--lia-default-message-link-color)","occasionMessageLinkDecoration":"var(--lia-default-message-link-decoration)","occasionMessageLinkFontStyle":"var(--lia-default-message-link-font-style)","occasionMessageLinkFontWeight":"var(--lia-default-message-link-font-weight)","grouphubColor":"#333333","categoryColor":"#949494","communityColor":"#FFFFFF","productColor":"#949494","__typename":"CoreTypesThemeSettings"},"colors":{"black":"#000000","white":"#FFFFFF","gray100":"#F7F7F7","gray200":"#F7F7F7","gray300":"#E8E8E8","gray400":"#D9D9D9","gray500":"#CCCCCC","gray600":"#717171","gray700":"#707070","gray800":"#545454","gray900":"#333333","dark":"#545454","light":"#F7F7F7","primary":"#0069D4","secondary":"#333333","bodyText":"#333333","bodyBg":"#FFFFFF","info":"#409AE2","success":"#41C5AE","warning":"#FCC844","danger":"#BC341B","alertSystem":"#FF6600","textMuted":"#707070","highlight":"#FFFCAD","outline":"var(--lia-bs-primary)","custom":["#D3F5A4","#243A5E"],"__typename":"ColorsThemeSettings"},"divider":{"size":"3px","marginLeft":"4px","marginRight":"4px","borderRadius":"50%","bgColor":"var(--lia-bs-gray-600)","bgColorActive":"var(--lia-bs-gray-600)","__typename":"DividerThemeSettings"},"dropdown":{"fontSize":"var(--lia-bs-font-size-sm)","borderColor":"var(--lia-bs-border-color)","borderRadius":"var(--lia-bs-border-radius-sm)","dividerBg":"var(--lia-bs-gray-300)","itemPaddingY":"5px","itemPaddingX":"20px","headerColor":"var(--lia-bs-gray-700)","__typename":"DropdownThemeSettings"},"email":{"link":{"color":"#0069D4","hoverColor":"#0061c2","decoration":"none","hoverDecoration":"underline","__typename":"EmailLinkSettings"},"border":{"color":"#e4e4e4","__typename":"EmailBorderSettings"},"buttons":{"borderRadiusLg":"5px","paddingXLg":"16px","paddingYLg":"7px","fontWeight":"700","primaryTextColor":"#ffffff","primaryTextHoverColor":"#ffffff","primaryBgColor":"#0069D4","primaryBgHoverColor":"#005cb8","primaryBorder":"1px solid transparent","primaryBorderHover":"1px solid transparent","__typename":"EmailButtonsSettings"},"panel":{"borderRadius":"5px","borderColor":"#e4e4e4","__typename":"EmailPanelSettings"},"__typename":"EmailThemeSettings"},"emoji":{"skinToneDefault":"#ffcd43","skinToneLight":"#fae3c5","skinToneMediumLight":"#e2cfa5","skinToneMedium":"#daa478","skinToneMediumDark":"#a78058","skinToneDark":"#5e4d43","__typename":"EmojiThemeSettings"},"heading":{"color":"var(--lia-bs-body-color)","fontFamily":"Segoe UI","fontStyle":"NORMAL","fontWeight":"400","h1FontSize":"34px","h2FontSize":"32px","h3FontSize":"28px","h4FontSize":"24px","h5FontSize":"20px","h6FontSize":"16px","lineHeight":"1.3","subHeaderFontSize":"11px","subHeaderFontWeight":"500","h1LetterSpacing":"normal","h2LetterSpacing":"normal","h3LetterSpacing":"normal","h4LetterSpacing":"normal","h5LetterSpacing":"normal","h6LetterSpacing":"normal","subHeaderLetterSpacing":"2px","h1FontWeight":"var(--lia-bs-headings-font-weight)","h2FontWeight":"var(--lia-bs-headings-font-weight)","h3FontWeight":"var(--lia-bs-headings-font-weight)","h4FontWeight":"var(--lia-bs-headings-font-weight)","h5FontWeight":"var(--lia-bs-headings-font-weight)","h6FontWeight":"var(--lia-bs-headings-font-weight)","__typename":"HeadingThemeSettings"},"icons":{"size10":"10px","size12":"12px","size14":"14px","size16":"16px","size20":"20px","size24":"24px","size30":"30px","size40":"40px","size50":"50px","size60":"60px","size80":"80px","size120":"120px","size160":"160px","__typename":"IconsThemeSettings"},"imagePreview":{"bgColor":"var(--lia-bs-gray-900)","titleColor":"var(--lia-bs-white)","controlColor":"var(--lia-bs-white)","controlBgColor":"var(--lia-bs-gray-800)","__typename":"ImagePreviewThemeSettings"},"input":{"borderColor":"var(--lia-bs-gray-600)","disabledColor":"var(--lia-bs-gray-600)","focusBorderColor":"var(--lia-bs-primary)","labelMarginBottom":"10px","btnFontSize":"var(--lia-bs-font-size-sm)","focusBoxShadow":"0 0 0 3px hsla(var(--lia-bs-primary-h), var(--lia-bs-primary-s), var(--lia-bs-primary-l), 0.2)","checkLabelMarginBottom":"2px","checkboxBorderRadius":"3px","borderRadiusSm":"var(--lia-bs-border-radius-sm)","borderRadius":"var(--lia-bs-border-radius)","borderRadiusLg":"var(--lia-bs-border-radius-lg)","formTextMarginTop":"4px","textAreaBorderRadius":"var(--lia-bs-border-radius)","activeFillColor":"var(--lia-bs-primary)","__typename":"InputThemeSettings"},"loading":{"dotDarkColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.2)","dotLightColor":"hsla(var(--lia-bs-white-h), var(--lia-bs-white-s), var(--lia-bs-white-l), 0.5)","barDarkColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.06)","barLightColor":"hsla(var(--lia-bs-white-h), var(--lia-bs-white-s), var(--lia-bs-white-l), 0.4)","__typename":"LoadingThemeSettings"},"link":{"color":"var(--lia-bs-primary)","hoverColor":"hsl(var(--lia-bs-primary-h), var(--lia-bs-primary-s), calc(var(--lia-bs-primary-l) - 10%))","decoration":"none","hoverDecoration":"underline","__typename":"LinkThemeSettings"},"listGroup":{"itemPaddingY":"15px","itemPaddingX":"15px","borderColor":"var(--lia-bs-gray-300)","__typename":"ListGroupThemeSettings"},"modal":{"contentTextColor":"var(--lia-bs-body-color)","contentBg":"var(--lia-bs-white)","backgroundBg":"var(--lia-bs-black)","smSize":"440px","mdSize":"760px","lgSize":"1080px","backdropOpacity":0.3,"contentBoxShadowXs":"var(--lia-bs-box-shadow-sm)","contentBoxShadow":"var(--lia-bs-box-shadow)","headerFontWeight":"700","__typename":"ModalThemeSettings"},"navbar":{"position":"FIXED","background":{"attachment":null,"clip":null,"color":"var(--lia-bs-white)","imageAssetName":"","imageLastModified":"0","origin":null,"position":"CENTER_CENTER","repeat":"NO_REPEAT","size":"COVER","__typename":"BackgroundProps"},"backgroundOpacity":0.8,"paddingTop":"15px","paddingBottom":"15px","borderBottom":"1px solid var(--lia-bs-border-color)","boxShadow":"var(--lia-bs-box-shadow-sm)","brandMarginRight":"30px","brandMarginRightSm":"10px","brandLogoHeight":"30px","linkGap":"10px","linkJustifyContent":"flex-start","linkPaddingY":"5px","linkPaddingX":"10px","linkDropdownPaddingY":"9px","linkDropdownPaddingX":"var(--lia-nav-link-px)","linkColor":"var(--lia-bs-body-color)","linkHoverColor":"var(--lia-bs-primary)","linkFontSize":"var(--lia-bs-font-size-sm)","linkFontStyle":"NORMAL","linkFontWeight":"400","linkTextTransform":"NONE","linkLetterSpacing":"normal","linkBorderRadius":"var(--lia-bs-border-radius-sm)","linkBgColor":"transparent","linkBgHoverColor":"transparent","linkBorder":"none","linkBorderHover":"none","linkBoxShadow":"none","linkBoxShadowHover":"none","linkTextBorderBottom":"none","linkTextBorderBottomHover":"none","dropdownPaddingTop":"10px","dropdownPaddingBottom":"15px","dropdownPaddingX":"10px","dropdownMenuOffset":"2px","dropdownDividerMarginTop":"10px","dropdownDividerMarginBottom":"10px","dropdownBorderColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","controllerBgHoverColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.1)","controllerIconColor":"var(--lia-bs-body-color)","controllerIconHoverColor":"var(--lia-bs-body-color)","controllerTextColor":"var(--lia-nav-controller-icon-color)","controllerTextHoverColor":"var(--lia-nav-controller-icon-hover-color)","controllerHighlightColor":"hsla(30, 100%, 50%)","controllerHighlightTextColor":"var(--lia-yiq-light)","controllerBorderRadius":"var(--lia-border-radius-50)","hamburgerColor":"var(--lia-nav-controller-icon-color)","hamburgerHoverColor":"var(--lia-nav-controller-icon-color)","hamburgerBgColor":"transparent","hamburgerBgHoverColor":"transparent","hamburgerBorder":"none","hamburgerBorderHover":"none","collapseMenuMarginLeft":"20px","collapseMenuDividerBg":"var(--lia-nav-link-color)","collapseMenuDividerOpacity":0.16,"__typename":"NavbarThemeSettings"},"pager":{"textColor":"var(--lia-bs-link-color)","textFontWeight":"var(--lia-font-weight-md)","textFontSize":"var(--lia-bs-font-size-sm)","__typename":"PagerThemeSettings"},"panel":{"bgColor":"var(--lia-bs-white)","borderRadius":"var(--lia-bs-border-radius)","borderColor":"var(--lia-bs-border-color)","boxShadow":"none","__typename":"PanelThemeSettings"},"popover":{"arrowHeight":"8px","arrowWidth":"16px","maxWidth":"300px","minWidth":"100px","headerBg":"var(--lia-bs-white)","borderColor":"var(--lia-bs-border-color)","borderRadius":"var(--lia-bs-border-radius)","boxShadow":"0 0.5rem 1rem hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.15)","__typename":"PopoverThemeSettings"},"prism":{"color":"#000000","bgColor":"#f5f2f0","fontFamily":"var(--font-family-monospace)","fontSize":"var(--lia-bs-font-size-base)","fontWeightBold":"var(--lia-bs-font-weight-bold)","fontStyleItalic":"italic","tabSize":2,"highlightColor":"#b3d4fc","commentColor":"#62707e","punctuationColor":"#6f6f6f","namespaceOpacity":"0.7","propColor":"#990055","selectorColor":"#517a00","operatorColor":"#906736","operatorBgColor":"hsla(0, 0%, 100%, 0.5)","keywordColor":"#0076a9","functionColor":"#d3284b","variableColor":"#c14700","__typename":"PrismThemeSettings"},"rte":{"bgColor":"var(--lia-bs-white)","borderRadius":"var(--lia-panel-border-radius)","boxShadow":" var(--lia-panel-box-shadow)","customColor1":"#bfedd2","customColor2":"#fbeeb8","customColor3":"#f8cac6","customColor4":"#eccafa","customColor5":"#c2e0f4","customColor6":"#2dc26b","customColor7":"#f1c40f","customColor8":"#e03e2d","customColor9":"#b96ad9","customColor10":"#3598db","customColor11":"#169179","customColor12":"#e67e23","customColor13":"#ba372a","customColor14":"#843fa1","customColor15":"#236fa1","customColor16":"#ecf0f1","customColor17":"#ced4d9","customColor18":"#95a5a6","customColor19":"#7e8c8d","customColor20":"#34495e","customColor21":"#000000","customColor22":"#ffffff","defaultMessageHeaderMarginTop":"40px","defaultMessageHeaderMarginBottom":"20px","defaultMessageItemMarginTop":"0","defaultMessageItemMarginBottom":"10px","diffAddedColor":"hsla(170, 53%, 51%, 0.4)","diffChangedColor":"hsla(43, 97%, 63%, 0.4)","diffNoneColor":"hsla(0, 0%, 80%, 0.4)","diffRemovedColor":"hsla(9, 74%, 47%, 0.4)","specialMessageHeaderMarginTop":"40px","specialMessageHeaderMarginBottom":"20px","specialMessageItemMarginTop":"0","specialMessageItemMarginBottom":"10px","__typename":"RteThemeSettings"},"tags":{"bgColor":"var(--lia-bs-gray-200)","bgHoverColor":"var(--lia-bs-gray-400)","borderRadius":"var(--lia-bs-border-radius-sm)","color":"var(--lia-bs-body-color)","hoverColor":"var(--lia-bs-body-color)","fontWeight":"var(--lia-font-weight-md)","fontSize":"var(--lia-font-size-xxs)","textTransform":"UPPERCASE","letterSpacing":"0.5px","__typename":"TagsThemeSettings"},"toasts":{"borderRadius":"var(--lia-bs-border-radius)","paddingX":"12px","__typename":"ToastsThemeSettings"},"typography":{"fontFamilyBase":"Segoe UI","fontStyleBase":"NORMAL","fontWeightBase":"400","fontWeightLight":"300","fontWeightNormal":"400","fontWeightMd":"500","fontWeightBold":"700","letterSpacingSm":"normal","letterSpacingXs":"normal","lineHeightBase":"1.5","fontSizeBase":"16px","fontSizeXxs":"11px","fontSizeXs":"12px","fontSizeSm":"14px","fontSizeLg":"20px","fontSizeXl":"24px","smallFontSize":"14px","customFonts":[{"source":"SERVER","name":"Segoe UI","styles":[{"style":"NORMAL","weight":"400","__typename":"FontStyleData"},{"style":"NORMAL","weight":"300","__typename":"FontStyleData"},{"style":"NORMAL","weight":"600","__typename":"FontStyleData"},{"style":"NORMAL","weight":"700","__typename":"FontStyleData"},{"style":"ITALIC","weight":"400","__typename":"FontStyleData"}],"assetNames":["SegoeUI-normal-400.woff2","SegoeUI-normal-300.woff2","SegoeUI-normal-600.woff2","SegoeUI-normal-700.woff2","SegoeUI-italic-400.woff2"],"__typename":"CustomFont"},{"source":"SERVER","name":"MWF Fluent Icons","styles":[{"style":"NORMAL","weight":"400","__typename":"FontStyleData"}],"assetNames":["MWFFluentIcons-normal-400.woff2"],"__typename":"CustomFont"}],"__typename":"TypographyThemeSettings"},"unstyledListItem":{"marginBottomSm":"5px","marginBottomMd":"10px","marginBottomLg":"15px","marginBottomXl":"20px","marginBottomXxl":"25px","__typename":"UnstyledListItemThemeSettings"},"yiq":{"light":"#ffffff","dark":"#000000","__typename":"YiqThemeSettings"},"colorLightness":{"primaryDark":0.36,"primaryLight":0.74,"primaryLighter":0.89,"primaryLightest":0.95,"infoDark":0.39,"infoLight":0.72,"infoLighter":0.85,"infoLightest":0.93,"successDark":0.24,"successLight":0.62,"successLighter":0.8,"successLightest":0.91,"warningDark":0.39,"warningLight":0.68,"warningLighter":0.84,"warningLightest":0.93,"dangerDark":0.41,"dangerLight":0.72,"dangerLighter":0.89,"dangerLightest":0.95,"__typename":"ColorLightnessThemeSettings"},"localOverride":false,"__typename":"Theme"},"localOverride":false},"CachedAsset:text:en_US-components/common/EmailVerification-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/common/EmailVerification-1737571274000","value":{"email.verification.title":"Email Verification Required","email.verification.message.update.email":"To participate in the community, you must first verify your email address. The verification email was sent to {email}. To change your email, visit My Settings.","email.verification.message.resend.email":"To participate in the community, you must first verify your email address. The verification email was sent to {email}. Resend email."},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/common/Loading/LoadingDot-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/Loading/LoadingDot-1737571274000","value":{"title":"Loading..."},"localOverride":false},"CachedAsset:quilt:o365.prod:pages/blogs/BlogMessagePage:board:ADforPostgreSQL-1742474478403":{"__typename":"CachedAsset","id":"quilt:o365.prod:pages/blogs/BlogMessagePage:board:ADforPostgreSQL-1742474478403","value":{"id":"BlogMessagePage","container":{"id":"Common","headerProps":{"backgroundImageProps":null,"backgroundColor":null,"addComponents":null,"removeComponents":["community.widget.bannerWidget"],"componentOrder":null,"__typename":"QuiltContainerSectionProps"},"headerComponentProps":{"community.widget.breadcrumbWidget":{"disableLastCrumbForDesktop":false}},"footerProps":null,"footerComponentProps":null,"items":[{"id":"blog-article","layout":"ONE_COLUMN","bgColor":null,"showTitle":null,"showDescription":null,"textPosition":null,"textColor":null,"sectionEditLevel":"LOCKED","bgImage":null,"disableSpacing":null,"edgeToEdgeDisplay":null,"fullHeight":null,"showBorder":null,"__typename":"OneColumnQuiltSection","columnMap":{"main":[{"id":"blogs.widget.blogArticleWidget","className":"lia-blog-container","props":null,"__typename":"QuiltComponent"}],"__typename":"OneSectionColumns"}},{"id":"section-1729184836777","layout":"MAIN_SIDE","bgColor":"transparent","showTitle":false,"showDescription":false,"textPosition":"CENTER","textColor":"var(--lia-bs-body-color)","sectionEditLevel":null,"bgImage":null,"disableSpacing":null,"edgeToEdgeDisplay":null,"fullHeight":null,"showBorder":null,"__typename":"MainSideQuiltSection","columnMap":{"main":[],"side":[{"id":"custom.widget.Social_Sharing","className":null,"props":{"widgetVisibility":"signedInOrAnonymous","useTitle":true,"useBackground":true,"title":"Share","lazyLoad":false},"__typename":"QuiltComponent"}],"__typename":"MainSideSectionColumns"}}],"__typename":"QuiltContainer"},"__typename":"Quilt","localOverride":false},"localOverride":false},"CachedAsset:text:en_US-pages/blogs/BlogMessagePage-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-pages/blogs/BlogMessagePage-1737571274000","value":{"title":"{contextMessageSubject} | {communityTitle}","errorMissing":"This blog post cannot be found","name":"Blog Message Page","section.blog-article.title":"Blog Post","archivedMessageTitle":"This Content Has Been Archived","section.section-1729184836777.title":"","section.section-1729184836777.description":"","section.CncIde.title":"Blog Post","section.tifEmD.description":"","section.tifEmD.title":""},"localOverride":false},"CachedAsset:quiltWrapper:o365.prod:Common:1742474286336":{"__typename":"CachedAsset","id":"quiltWrapper:o365.prod:Common:1742474286336","value":{"id":"Common","header":{"backgroundImageProps":{"assetName":null,"backgroundSize":"COVER","backgroundRepeat":"NO_REPEAT","backgroundPosition":"CENTER_CENTER","lastModified":null,"__typename":"BackgroundImageProps"},"backgroundColor":"transparent","items":[{"id":"community.widget.navbarWidget","props":{"showUserName":true,"showRegisterLink":true,"useIconLanguagePicker":true,"useLabelLanguagePicker":true,"className":"QuiltComponent_lia-component-edit-mode__0nCcm","links":{"sideLinks":[],"mainLinks":[{"children":[],"linkType":"INTERNAL","id":"gxcuf89792","params":{},"routeName":"CommunityPage"},{"children":[],"linkType":"EXTERNAL","id":"external-link","url":"/Directory","target":"SELF"},{"children":[{"linkType":"INTERNAL","id":"microsoft365","params":{"categoryId":"microsoft365"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-teams","params":{"categoryId":"MicrosoftTeams"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"windows","params":{"categoryId":"Windows"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-securityand-compliance","params":{"categoryId":"microsoft-security"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"outlook","params":{"categoryId":"Outlook"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"planner","params":{"categoryId":"Planner"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"windows-server","params":{"categoryId":"Windows-Server"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"azure","params":{"categoryId":"Azure"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"exchange","params":{"categoryId":"Exchange"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-endpoint-manager","params":{"categoryId":"microsoft-endpoint-manager"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"s-q-l-server","params":{"categoryId":"SQL-Server"},"routeName":"CategoryPage"},{"linkType":"EXTERNAL","id":"external-link-2","url":"/Directory","target":"SELF"}],"linkType":"EXTERNAL","id":"communities","url":"/","target":"BLANK"},{"children":[{"linkType":"INTERNAL","id":"education-sector","params":{"categoryId":"EducationSector"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"a-i","params":{"categoryId":"AI"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"i-t-ops-talk","params":{"categoryId":"ITOpsTalk"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"partner-community","params":{"categoryId":"PartnerCommunity"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-mechanics","params":{"categoryId":"MicrosoftMechanics"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"healthcare-and-life-sciences","params":{"categoryId":"HealthcareAndLifeSciences"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"public-sector","params":{"categoryId":"PublicSector"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"io-t","params":{"categoryId":"IoT"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"driving-adoption","params":{"categoryId":"DrivingAdoption"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"s-m-b","params":{"categoryId":"SMB"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"startupsat-microsoft","params":{"categoryId":"StartupsatMicrosoft"},"routeName":"CategoryPage"},{"linkType":"EXTERNAL","id":"external-link-1","url":"/Directory","target":"SELF"}],"linkType":"EXTERNAL","id":"communities-1","url":"/","target":"SELF"},{"children":[],"linkType":"EXTERNAL","id":"external","url":"/Blogs","target":"SELF"},{"children":[],"linkType":"EXTERNAL","id":"external-1","url":"/Events","target":"SELF"},{"children":[{"linkType":"INTERNAL","id":"microsoft-learn-1","params":{"categoryId":"MicrosoftLearn"},"routeName":"CategoryPage"},{"linkType":"INTERNAL","id":"microsoft-learn-blog","params":{"boardId":"MicrosoftLearnBlog","categoryId":"MicrosoftLearn"},"routeName":"BlogBoardPage"},{"linkType":"EXTERNAL","id":"external-10","url":"https://learningroomdirectory.microsoft.com/","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-3","url":"https://docs.microsoft.com/learn/dynamics365/?WT.mc_id=techcom_header-webpage-m365","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-4","url":"https://docs.microsoft.com/learn/m365/?wt.mc_id=techcom_header-webpage-m365","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-5","url":"https://docs.microsoft.com/learn/topics/sci/?wt.mc_id=techcom_header-webpage-m365","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-6","url":"https://docs.microsoft.com/learn/powerplatform/?wt.mc_id=techcom_header-webpage-powerplatform","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-7","url":"https://docs.microsoft.com/learn/github/?wt.mc_id=techcom_header-webpage-github","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-8","url":"https://docs.microsoft.com/learn/teams/?wt.mc_id=techcom_header-webpage-teams","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-9","url":"https://docs.microsoft.com/learn/dotnet/?wt.mc_id=techcom_header-webpage-dotnet","target":"BLANK"},{"linkType":"EXTERNAL","id":"external-2","url":"https://docs.microsoft.com/learn/azure/?WT.mc_id=techcom_header-webpage-m365","target":"BLANK"}],"linkType":"INTERNAL","id":"microsoft-learn","params":{"categoryId":"MicrosoftLearn"},"routeName":"CategoryPage"},{"children":[],"linkType":"INTERNAL","id":"community-info-center","params":{"categoryId":"Community-Info-Center"},"routeName":"CategoryPage"}]},"style":{"boxShadow":"var(--lia-bs-box-shadow-sm)","controllerHighlightColor":"hsla(30, 100%, 50%)","linkFontWeight":"400","dropdownDividerMarginBottom":"10px","hamburgerBorderHover":"none","linkBoxShadowHover":"none","linkFontSize":"14px","backgroundOpacity":0.8,"controllerBorderRadius":"var(--lia-border-radius-50)","hamburgerBgColor":"transparent","hamburgerColor":"var(--lia-nav-controller-icon-color)","linkTextBorderBottom":"none","brandLogoHeight":"30px","linkBgHoverColor":"transparent","linkLetterSpacing":"normal","collapseMenuDividerOpacity":0.16,"dropdownPaddingBottom":"15px","paddingBottom":"15px","dropdownMenuOffset":"2px","hamburgerBgHoverColor":"transparent","borderBottom":"1px solid var(--lia-bs-border-color)","hamburgerBorder":"none","dropdownPaddingX":"10px","brandMarginRightSm":"10px","linkBoxShadow":"none","collapseMenuDividerBg":"var(--lia-nav-link-color)","linkColor":"var(--lia-bs-body-color)","linkJustifyContent":"flex-start","dropdownPaddingTop":"10px","controllerHighlightTextColor":"var(--lia-yiq-dark)","controllerTextColor":"var(--lia-nav-controller-icon-color)","background":{"imageAssetName":"","color":"var(--lia-bs-white)","size":"COVER","repeat":"NO_REPEAT","position":"CENTER_CENTER","imageLastModified":""},"linkBorderRadius":"var(--lia-bs-border-radius-sm)","linkHoverColor":"var(--lia-bs-body-color)","position":"FIXED","linkBorder":"none","linkTextBorderBottomHover":"2px solid var(--lia-bs-body-color)","brandMarginRight":"30px","hamburgerHoverColor":"var(--lia-nav-controller-icon-color)","linkBorderHover":"none","collapseMenuMarginLeft":"20px","linkFontStyle":"NORMAL","controllerTextHoverColor":"var(--lia-nav-controller-icon-hover-color)","linkPaddingX":"10px","linkPaddingY":"5px","paddingTop":"15px","linkTextTransform":"NONE","dropdownBorderColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.08)","controllerBgHoverColor":"hsla(var(--lia-bs-black-h), var(--lia-bs-black-s), var(--lia-bs-black-l), 0.1)","linkBgColor":"transparent","linkDropdownPaddingX":"var(--lia-nav-link-px)","linkDropdownPaddingY":"9px","controllerIconColor":"var(--lia-bs-body-color)","dropdownDividerMarginTop":"10px","linkGap":"10px","controllerIconHoverColor":"var(--lia-bs-body-color)"},"showSearchIcon":false,"languagePickerStyle":"iconAndLabel"},"__typename":"QuiltComponent"},{"id":"community.widget.breadcrumbWidget","props":{"backgroundColor":"transparent","linkHighlightColor":"var(--lia-bs-primary)","visualEffects":{"showBottomBorder":true},"linkTextColor":"var(--lia-bs-gray-700)"},"__typename":"QuiltComponent"},{"id":"custom.widget.community_banner","props":{"widgetVisibility":"signedInOrAnonymous","useTitle":true,"usePageWidth":false,"useBackground":false,"title":"","lazyLoad":false},"__typename":"QuiltComponent"},{"id":"custom.widget.HeroBanner","props":{"widgetVisibility":"signedInOrAnonymous","usePageWidth":false,"useTitle":true,"cMax_items":3,"useBackground":false,"title":"","lazyLoad":false,"widgetChooser":"custom.widget.HeroBanner"},"__typename":"QuiltComponent"}],"__typename":"QuiltWrapperSection"},"footer":{"backgroundImageProps":{"assetName":null,"backgroundSize":"COVER","backgroundRepeat":"NO_REPEAT","backgroundPosition":"CENTER_CENTER","lastModified":null,"__typename":"BackgroundImageProps"},"backgroundColor":"transparent","items":[{"id":"custom.widget.MicrosoftFooter","props":{"widgetVisibility":"signedInOrAnonymous","useTitle":true,"useBackground":false,"title":"","lazyLoad":false},"__typename":"QuiltComponent"}],"__typename":"QuiltWrapperSection"},"__typename":"QuiltWrapper","localOverride":false},"localOverride":false},"CachedAsset:text:en_US-components/common/ActionFeedback-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/common/ActionFeedback-1737571274000","value":{"joinedGroupHub.title":"Welcome","joinedGroupHub.message":"You are now a member of this group and are subscribed to updates.","groupHubInviteNotFound.title":"Invitation Not Found","groupHubInviteNotFound.message":"Sorry, we could not find your invitation to the group. The owner may have canceled the invite.","groupHubNotFound.title":"Group Not Found","groupHubNotFound.message":"The grouphub you tried to join does not exist. It may have been deleted.","existingGroupHubMember.title":"Already Joined","existingGroupHubMember.message":"You are already a member of this group.","accountLocked.title":"Account Locked","accountLocked.message":"Your account has been locked due to multiple failed attempts. Try again in {lockoutTime} minutes.","editedGroupHub.title":"Changes Saved","editedGroupHub.message":"Your group has been updated.","leftGroupHub.title":"Goodbye","leftGroupHub.message":"You are no longer a member of this group and will not receive future updates.","deletedGroupHub.title":"Deleted","deletedGroupHub.message":"The group has been deleted.","groupHubCreated.title":"Group Created","groupHubCreated.message":"{groupHubName} is ready to use","accountClosed.title":"Account Closed","accountClosed.message":"The account has been closed and you will now be redirected to the homepage","resetTokenExpired.title":"Reset Password Link has Expired","resetTokenExpired.message":"Try resetting your password again","invalidUrl.title":"Invalid URL","invalidUrl.message":"The URL you're using is not recognized. Verify your URL and try again.","accountClosedForUser.title":"Account Closed","accountClosedForUser.message":"{userName}'s account is closed","inviteTokenInvalid.title":"Invitation Invalid","inviteTokenInvalid.message":"Your invitation to the community has been canceled or expired.","inviteTokenError.title":"Invitation Verification Failed","inviteTokenError.message":"The url you are utilizing is not recognized. Verify your URL and try again","pageNotFound.title":"Access Denied","pageNotFound.message":"You do not have access to this area of the community or it doesn't exist","eventAttending.title":"Responded as Attending","eventAttending.message":"You'll be notified when there's new activity and reminded as the event approaches","eventInterested.title":"Responded as Interested","eventInterested.message":"You'll be notified when there's new activity and reminded as the event approaches","eventNotFound.title":"Event Not Found","eventNotFound.message":"The event you tried to respond to does not exist.","redirectToRelatedPage.title":"Showing Related Content","redirectToRelatedPageForBaseUsers.title":"Showing Related Content","redirectToRelatedPageForBaseUsers.message":"The content you are trying to access is archived","redirectToRelatedPage.message":"The content you are trying to access is archived","relatedUrl.archivalLink.flyoutMessage":"The content you are trying to access is archived View Archived Content"},"localOverride":false},"CachedAsset:component:custom.widget.community_banner-en-1742474515121":{"__typename":"CachedAsset","id":"component:custom.widget.community_banner-en-1742474515121","value":{"component":{"id":"custom.widget.community_banner","template":{"id":"community_banner","markupLanguage":"HANDLEBARS","style":".community-banner {\n a.top-bar.btn {\n top: 0px;\n width: 100%;\n z-index: 999;\n text-align: center;\n left: 0px;\n background: #0068b8;\n color: white;\n padding: 10px 0px;\n display:block;\n box-shadow:none !important;\n border: none !important;\n border-radius: none !important;\n margin: 0px !important;\n font-size:14px;\n }\n}","texts":null,"defaults":{"config":{"applicablePages":[],"description":"community announcement text","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.community_banner","form":null,"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":"community announcement text","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"form":null,"__typename":"Component","localOverride":false},"globalCss":{"css":".custom_widget_community_banner_community-banner_1a5zb_1 {\n a.custom_widget_community_banner_top-bar_1a5zb_2.custom_widget_community_banner_btn_1a5zb_2 {\n top: 0;\n width: 100%;\n z-index: 999;\n text-align: center;\n left: 0;\n background: #0068b8;\n color: white;\n padding: 0.625rem 0;\n display:block;\n box-shadow:none !important;\n border: none !important;\n border-radius: none !important;\n margin: 0 !important;\n font-size:0.875rem;\n }\n}","tokens":{"community-banner":"custom_widget_community_banner_community-banner_1a5zb_1","top-bar":"custom_widget_community_banner_top-bar_1a5zb_2","btn":"custom_widget_community_banner_btn_1a5zb_2"}},"form":null},"localOverride":false},"CachedAsset:component:custom.widget.HeroBanner-en-1742474515121":{"__typename":"CachedAsset","id":"component:custom.widget.HeroBanner-en-1742474515121","value":{"component":{"id":"custom.widget.HeroBanner","template":{"id":"HeroBanner","markupLanguage":"REACT","style":null,"texts":{"searchPlaceholderText":"Search this community","followActionText":"Follow","unfollowActionText":"Following","searchOnHoverText":"Please enter your search term(s) and then press return key to complete a search."},"defaults":{"config":{"applicablePages":[],"description":null,"fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[{"id":"max_items","dataType":"NUMBER","list":false,"defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"control":"INPUT","__typename":"PropDefinition"}],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.HeroBanner","form":{"fields":[{"id":"widgetChooser","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"title","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useTitle","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useBackground","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"widgetVisibility","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"moreOptions","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"cMax_items","validation":null,"noValidation":null,"dataType":"NUMBER","list":false,"control":"INPUT","defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"__typename":"FormField"}],"layout":{"rows":[{"id":"widgetChooserGroup","type":"fieldset","as":null,"items":[{"id":"widgetChooser","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"titleGroup","type":"fieldset","as":null,"items":[{"id":"title","className":null,"__typename":"FormFieldRef"},{"id":"useTitle","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"useBackground","type":"fieldset","as":null,"items":[{"id":"useBackground","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"widgetVisibility","type":"fieldset","as":null,"items":[{"id":"widgetVisibility","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"moreOptionsGroup","type":"fieldset","as":null,"items":[{"id":"moreOptions","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"componentPropsGroup","type":"fieldset","as":null,"items":[{"id":"cMax_items","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"}],"actionButtons":null,"className":"custom_widget_HeroBanner_form","formGroupFieldSeparator":"divider","__typename":"FormLayout"},"__typename":"Form"},"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":null,"fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[{"id":"max_items","dataType":"NUMBER","list":false,"defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"control":"INPUT","__typename":"PropDefinition"}],"__typename":"ComponentProperties"},"form":{"fields":[{"id":"widgetChooser","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"title","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useTitle","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useBackground","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"widgetVisibility","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"moreOptions","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"cMax_items","validation":null,"noValidation":null,"dataType":"NUMBER","list":false,"control":"INPUT","defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"__typename":"FormField"}],"layout":{"rows":[{"id":"widgetChooserGroup","type":"fieldset","as":null,"items":[{"id":"widgetChooser","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"titleGroup","type":"fieldset","as":null,"items":[{"id":"title","className":null,"__typename":"FormFieldRef"},{"id":"useTitle","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"useBackground","type":"fieldset","as":null,"items":[{"id":"useBackground","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"widgetVisibility","type":"fieldset","as":null,"items":[{"id":"widgetVisibility","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"moreOptionsGroup","type":"fieldset","as":null,"items":[{"id":"moreOptions","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"componentPropsGroup","type":"fieldset","as":null,"items":[{"id":"cMax_items","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"}],"actionButtons":null,"className":"custom_widget_HeroBanner_form","formGroupFieldSeparator":"divider","__typename":"FormLayout"},"__typename":"Form"},"__typename":"Component","localOverride":false},"globalCss":null,"form":{"fields":[{"id":"widgetChooser","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"title","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useTitle","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"useBackground","validation":null,"noValidation":null,"dataType":"BOOLEAN","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"widgetVisibility","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"moreOptions","validation":null,"noValidation":null,"dataType":"STRING","list":null,"control":null,"defaultValue":null,"label":null,"description":null,"possibleValues":null,"__typename":"FormField"},{"id":"cMax_items","validation":null,"noValidation":null,"dataType":"NUMBER","list":false,"control":"INPUT","defaultValue":"3","label":"Max Items","description":"The maximum number of items to display in the carousel","possibleValues":null,"__typename":"FormField"}],"layout":{"rows":[{"id":"widgetChooserGroup","type":"fieldset","as":null,"items":[{"id":"widgetChooser","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"titleGroup","type":"fieldset","as":null,"items":[{"id":"title","className":null,"__typename":"FormFieldRef"},{"id":"useTitle","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"useBackground","type":"fieldset","as":null,"items":[{"id":"useBackground","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"widgetVisibility","type":"fieldset","as":null,"items":[{"id":"widgetVisibility","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"moreOptionsGroup","type":"fieldset","as":null,"items":[{"id":"moreOptions","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"},{"id":"componentPropsGroup","type":"fieldset","as":null,"items":[{"id":"cMax_items","className":null,"__typename":"FormFieldRef"}],"props":null,"legend":null,"description":null,"className":null,"viewVariant":null,"toggleState":null,"__typename":"FormFieldset"}],"actionButtons":null,"className":"custom_widget_HeroBanner_form","formGroupFieldSeparator":"divider","__typename":"FormLayout"},"__typename":"Form"}},"localOverride":false},"CachedAsset:component:custom.widget.Social_Sharing-en-1742474515121":{"__typename":"CachedAsset","id":"component:custom.widget.Social_Sharing-en-1742474515121","value":{"component":{"id":"custom.widget.Social_Sharing","template":{"id":"Social_Sharing","markupLanguage":"HANDLEBARS","style":".social-share {\n .sharing-options {\n position: relative;\n margin: 0;\n padding: 0;\n line-height: 10px;\n display: flex;\n justify-content: left;\n gap: 5px;\n list-style-type: none;\n li {\n text-align: left;\n a {\n min-width: 30px;\n min-height: 30px;\n display: block;\n padding: 1px;\n .social-share-linkedin {\n img {\n background-color: rgb(0, 119, 181);\n }\n }\n .social-share-facebook {\n img {\n background-color: rgb(59, 89, 152);\n }\n }\n .social-share-x {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .social-share-rss {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .social-share-reddit {\n img {\n background-color: rgb(255, 69, 0);\n }\n }\n .social-share-email {\n img {\n background-color: rgb(132, 132, 132);\n }\n }\n }\n a {\n img {\n height: 2rem;\n }\n }\n }\n }\n}\n","texts":null,"defaults":{"config":{"applicablePages":[],"description":"Adds buttons to share to various social media websites","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.Social_Sharing","form":null,"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":"Adds buttons to share to various social media websites","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"form":null,"__typename":"Component","localOverride":false},"globalCss":{"css":".custom_widget_Social_Sharing_social-share_c7xxz_1 {\n .custom_widget_Social_Sharing_sharing-options_c7xxz_2 {\n position: relative;\n margin: 0;\n padding: 0;\n line-height: 0.625rem;\n display: flex;\n justify-content: left;\n gap: 0.3125rem;\n list-style-type: none;\n li {\n text-align: left;\n a {\n min-width: 1.875rem;\n min-height: 1.875rem;\n display: block;\n padding: 0.0625rem;\n .custom_widget_Social_Sharing_social-share-linkedin_c7xxz_18 {\n img {\n background-color: rgb(0, 119, 181);\n }\n }\n .custom_widget_Social_Sharing_social-share-facebook_c7xxz_23 {\n img {\n background-color: rgb(59, 89, 152);\n }\n }\n .custom_widget_Social_Sharing_social-share-x_c7xxz_28 {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .custom_widget_Social_Sharing_social-share-rss_c7xxz_33 {\n img {\n background-color: rgb(0, 0, 0);\n }\n }\n .custom_widget_Social_Sharing_social-share-reddit_c7xxz_38 {\n img {\n background-color: rgb(255, 69, 0);\n }\n }\n .custom_widget_Social_Sharing_social-share-email_c7xxz_43 {\n img {\n background-color: rgb(132, 132, 132);\n }\n }\n }\n a {\n img {\n height: 2rem;\n }\n }\n }\n }\n}\n","tokens":{"social-share":"custom_widget_Social_Sharing_social-share_c7xxz_1","sharing-options":"custom_widget_Social_Sharing_sharing-options_c7xxz_2","social-share-linkedin":"custom_widget_Social_Sharing_social-share-linkedin_c7xxz_18","social-share-facebook":"custom_widget_Social_Sharing_social-share-facebook_c7xxz_23","social-share-x":"custom_widget_Social_Sharing_social-share-x_c7xxz_28","social-share-rss":"custom_widget_Social_Sharing_social-share-rss_c7xxz_33","social-share-reddit":"custom_widget_Social_Sharing_social-share-reddit_c7xxz_38","social-share-email":"custom_widget_Social_Sharing_social-share-email_c7xxz_43"}},"form":null},"localOverride":false},"CachedAsset:component:custom.widget.MicrosoftFooter-en-1742474515121":{"__typename":"CachedAsset","id":"component:custom.widget.MicrosoftFooter-en-1742474515121","value":{"component":{"id":"custom.widget.MicrosoftFooter","template":{"id":"MicrosoftFooter","markupLanguage":"HANDLEBARS","style":".context-uhf {\n min-width: 280px;\n font-size: 15px;\n box-sizing: border-box;\n -ms-text-size-adjust: 100%;\n -webkit-text-size-adjust: 100%;\n & *,\n & *:before,\n & *:after {\n box-sizing: inherit;\n }\n a.c-uhff-link {\n color: #616161;\n word-break: break-word;\n text-decoration: none;\n }\n &a:link,\n &a:focus,\n &a:hover,\n &a:active,\n &a:visited {\n text-decoration: none;\n color: inherit;\n }\n & div {\n font-family: 'Segoe UI', SegoeUI, 'Helvetica Neue', Helvetica, Arial, sans-serif;\n }\n}\n.c-uhff {\n background: #f2f2f2;\n margin: -1.5625;\n width: auto;\n height: auto;\n}\n.c-uhff-nav {\n margin: 0 auto;\n max-width: calc(1600px + 10%);\n padding: 0 5%;\n box-sizing: inherit;\n &:before,\n &:after {\n content: ' ';\n display: table;\n clear: left;\n }\n @media only screen and (max-width: 1083px) {\n padding-left: 12px;\n }\n .c-heading-4 {\n color: #616161;\n word-break: break-word;\n font-size: 15px;\n line-height: 20px;\n padding: 36px 0 4px;\n font-weight: 600;\n }\n .c-uhff-nav-row {\n .c-uhff-nav-group {\n display: block;\n float: left;\n min-height: 1px;\n vertical-align: text-top;\n padding: 0 12px;\n width: 100%;\n zoom: 1;\n &:first-child {\n padding-left: 0;\n @media only screen and (max-width: 1083px) {\n padding-left: 12px;\n }\n }\n @media only screen and (min-width: 540px) and (max-width: 1082px) {\n width: 33.33333%;\n }\n @media only screen and (min-width: 1083px) {\n width: 16.6666666667%;\n }\n ul.c-list.f-bare {\n font-size: 11px;\n line-height: 16px;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: 0;\n list-style-type: none;\n li {\n word-break: break-word;\n padding: 8px 0;\n margin: 0;\n }\n }\n }\n }\n}\n.c-uhff-base {\n background: #f2f2f2;\n margin: 0 auto;\n max-width: calc(1600px + 10%);\n padding: 30px 5% 16px;\n &:before,\n &:after {\n content: ' ';\n display: table;\n }\n &:after {\n clear: both;\n }\n a.c-uhff-ccpa {\n font-size: 11px;\n line-height: 16px;\n float: left;\n margin: 3px 0;\n }\n a.c-uhff-ccpa:hover {\n text-decoration: underline;\n }\n ul.c-list {\n font-size: 11px;\n line-height: 16px;\n float: right;\n margin: 3px 0;\n color: #616161;\n li {\n padding: 0 24px 4px 0;\n display: inline-block;\n }\n }\n .c-list.f-bare {\n padding-left: 0;\n list-style-type: none;\n }\n @media only screen and (max-width: 1083px) {\n display: flex;\n flex-wrap: wrap;\n padding: 30px 24px 16px;\n }\n}\n","texts":{"New tab":"What's New","New 1":"Surface Laptop Studio 2","New 2":"Surface Laptop Go 3","New 3":"Surface Pro 9","New 4":"Surface Laptop 5","New 5":"Surface Studio 2+","New 6":"Copilot in Windows","New 7":"Microsoft 365","New 8":"Windows 11 apps","Store tab":"Microsoft Store","Store 1":"Account Profile","Store 2":"Download Center","Store 3":"Microsoft Store Support","Store 4":"Returns","Store 5":"Order tracking","Store 6":"Certified Refurbished","Store 7":"Microsoft Store Promise","Store 8":"Flexible Payments","Education tab":"Education","Edu 1":"Microsoft in education","Edu 2":"Devices for education","Edu 3":"Microsoft Teams for Education","Edu 4":"Microsoft 365 Education","Edu 5":"How to buy for your school","Edu 6":"Educator Training and development","Edu 7":"Deals for students and parents","Edu 8":"Azure for students","Business tab":"Business","Bus 1":"Microsoft Cloud","Bus 2":"Microsoft Security","Bus 3":"Dynamics 365","Bus 4":"Microsoft 365","Bus 5":"Microsoft Power Platform","Bus 6":"Microsoft Teams","Bus 7":"Microsoft Industry","Bus 8":"Small Business","Developer tab":"Developer & IT","Dev 1":"Azure","Dev 2":"Developer Center","Dev 3":"Documentation","Dev 4":"Microsoft Learn","Dev 5":"Microsoft Tech Community","Dev 6":"Azure Marketplace","Dev 7":"AppSource","Dev 8":"Visual Studio","Company tab":"Company","Com 1":"Careers","Com 2":"About Microsoft","Com 3":"Company News","Com 4":"Privacy at Microsoft","Com 5":"Investors","Com 6":"Diversity and inclusion","Com 7":"Accessiblity","Com 8":"Sustainibility"},"defaults":{"config":{"applicablePages":[],"description":"The Microsoft Footer","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"components":[{"id":"custom.widget.MicrosoftFooter","form":null,"config":null,"props":[],"__typename":"Component"}],"grouping":"CUSTOM","__typename":"ComponentTemplate"},"properties":{"config":{"applicablePages":[],"description":"The Microsoft Footer","fetchedContent":null,"__typename":"ComponentConfiguration"},"props":[],"__typename":"ComponentProperties"},"form":null,"__typename":"Component","localOverride":false},"globalCss":{"css":".custom_widget_MicrosoftFooter_context-uhf_f95yq_1 {\n min-width: 17.5rem;\n font-size: 0.9375rem;\n box-sizing: border-box;\n -ms-text-size-adjust: 100%;\n -webkit-text-size-adjust: 100%;\n & *,\n & *:before,\n & *:after {\n box-sizing: inherit;\n }\n a.custom_widget_MicrosoftFooter_c-uhff-link_f95yq_12 {\n color: #616161;\n word-break: break-word;\n text-decoration: none;\n }\n &a:link,\n &a:focus,\n &a:hover,\n &a:active,\n &a:visited {\n text-decoration: none;\n color: inherit;\n }\n & div {\n font-family: 'Segoe UI', SegoeUI, 'Helvetica Neue', Helvetica, Arial, sans-serif;\n }\n}\n.custom_widget_MicrosoftFooter_c-uhff_f95yq_12 {\n background: #f2f2f2;\n margin: -1.5625;\n width: auto;\n height: auto;\n}\n.custom_widget_MicrosoftFooter_c-uhff-nav_f95yq_35 {\n margin: 0 auto;\n max-width: calc(100rem + 10%);\n padding: 0 5%;\n box-sizing: inherit;\n &:before,\n &:after {\n content: ' ';\n display: table;\n clear: left;\n }\n @media only screen and (max-width: 1083px) {\n padding-left: 0.75rem;\n }\n .custom_widget_MicrosoftFooter_c-heading-4_f95yq_49 {\n color: #616161;\n word-break: break-word;\n font-size: 0.9375rem;\n line-height: 1.25rem;\n padding: 2.25rem 0 0.25rem;\n font-weight: 600;\n }\n .custom_widget_MicrosoftFooter_c-uhff-nav-row_f95yq_57 {\n .custom_widget_MicrosoftFooter_c-uhff-nav-group_f95yq_58 {\n display: block;\n float: left;\n min-height: 0.0625rem;\n vertical-align: text-top;\n padding: 0 0.75rem;\n width: 100%;\n zoom: 1;\n &:first-child {\n padding-left: 0;\n @media only screen and (max-width: 1083px) {\n padding-left: 0.75rem;\n }\n }\n @media only screen and (min-width: 540px) and (max-width: 1082px) {\n width: 33.33333%;\n }\n @media only screen and (min-width: 1083px) {\n width: 16.6666666667%;\n }\n ul.custom_widget_MicrosoftFooter_c-list_f95yq_78.custom_widget_MicrosoftFooter_f-bare_f95yq_78 {\n font-size: 0.6875rem;\n line-height: 1rem;\n margin-top: 0;\n margin-bottom: 0;\n padding-left: 0;\n list-style-type: none;\n li {\n word-break: break-word;\n padding: 0.5rem 0;\n margin: 0;\n }\n }\n }\n }\n}\n.custom_widget_MicrosoftFooter_c-uhff-base_f95yq_94 {\n background: #f2f2f2;\n margin: 0 auto;\n max-width: calc(100rem + 10%);\n padding: 1.875rem 5% 1rem;\n &:before,\n &:after {\n content: ' ';\n display: table;\n }\n &:after {\n clear: both;\n }\n a.custom_widget_MicrosoftFooter_c-uhff-ccpa_f95yq_107 {\n font-size: 0.6875rem;\n line-height: 1rem;\n float: left;\n margin: 0.1875rem 0;\n }\n a.custom_widget_MicrosoftFooter_c-uhff-ccpa_f95yq_107:hover {\n text-decoration: underline;\n }\n ul.custom_widget_MicrosoftFooter_c-list_f95yq_78 {\n font-size: 0.6875rem;\n line-height: 1rem;\n float: right;\n margin: 0.1875rem 0;\n color: #616161;\n li {\n padding: 0 1.5rem 0.25rem 0;\n display: inline-block;\n }\n }\n .custom_widget_MicrosoftFooter_c-list_f95yq_78.custom_widget_MicrosoftFooter_f-bare_f95yq_78 {\n padding-left: 0;\n list-style-type: none;\n }\n @media only screen and (max-width: 1083px) {\n display: flex;\n flex-wrap: wrap;\n padding: 1.875rem 1.5rem 1rem;\n }\n}\n","tokens":{"context-uhf":"custom_widget_MicrosoftFooter_context-uhf_f95yq_1","c-uhff-link":"custom_widget_MicrosoftFooter_c-uhff-link_f95yq_12","c-uhff":"custom_widget_MicrosoftFooter_c-uhff_f95yq_12","c-uhff-nav":"custom_widget_MicrosoftFooter_c-uhff-nav_f95yq_35","c-heading-4":"custom_widget_MicrosoftFooter_c-heading-4_f95yq_49","c-uhff-nav-row":"custom_widget_MicrosoftFooter_c-uhff-nav-row_f95yq_57","c-uhff-nav-group":"custom_widget_MicrosoftFooter_c-uhff-nav-group_f95yq_58","c-list":"custom_widget_MicrosoftFooter_c-list_f95yq_78","f-bare":"custom_widget_MicrosoftFooter_f-bare_f95yq_78","c-uhff-base":"custom_widget_MicrosoftFooter_c-uhff-base_f95yq_94","c-uhff-ccpa":"custom_widget_MicrosoftFooter_c-uhff-ccpa_f95yq_107"}},"form":null},"localOverride":false},"CachedAsset:text:en_US-components/community/Breadcrumb-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/community/Breadcrumb-1737571274000","value":{"navLabel":"Breadcrumbs","dropdown":"Additional parent page navigation"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageBanner-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageBanner-1737571274000","value":{"messageMarkedAsSpam":"This post has been marked as spam","messageMarkedAsSpam@board:TKB":"This article has been marked as spam","messageMarkedAsSpam@board:BLOG":"This post has been marked as spam","messageMarkedAsSpam@board:FORUM":"This discussion has been marked as spam","messageMarkedAsSpam@board:OCCASION":"This event has been marked as spam","messageMarkedAsSpam@board:IDEA":"This idea has been marked as spam","manageSpam":"Manage Spam","messageMarkedAsAbuse":"This post has been marked as abuse","messageMarkedAsAbuse@board:TKB":"This article has been marked as abuse","messageMarkedAsAbuse@board:BLOG":"This post has been marked as abuse","messageMarkedAsAbuse@board:FORUM":"This discussion has been marked as abuse","messageMarkedAsAbuse@board:OCCASION":"This event has been marked as abuse","messageMarkedAsAbuse@board:IDEA":"This idea has been marked as abuse","preModCommentAuthorText":"This comment will be published as soon as it is approved","preModCommentModeratorText":"This comment is awaiting moderation","messageMarkedAsOther":"This post has been rejected due to other reasons","messageMarkedAsOther@board:TKB":"This article has been rejected due to other reasons","messageMarkedAsOther@board:BLOG":"This post has been rejected due to other reasons","messageMarkedAsOther@board:FORUM":"This discussion has been rejected due to other reasons","messageMarkedAsOther@board:OCCASION":"This event has been rejected due to other reasons","messageMarkedAsOther@board:IDEA":"This idea has been rejected due to other reasons","messageArchived":"This post was archived on {date}","relatedUrl":"View Related Content","relatedContentText":"Showing related content","archivedContentLink":"View Archived Content"},"localOverride":false},"Category:category:Exchange":{"__typename":"Category","id":"category:Exchange","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Planner":{"__typename":"Category","id":"category:Planner","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Outlook":{"__typename":"Category","id":"category:Outlook","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Community-Info-Center":{"__typename":"Category","id":"category:Community-Info-Center","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:EducationSector":{"__typename":"Category","id":"category:EducationSector","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:DrivingAdoption":{"__typename":"Category","id":"category:DrivingAdoption","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Azure":{"__typename":"Category","id":"category:Azure","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Windows-Server":{"__typename":"Category","id":"category:Windows-Server","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:SQL-Server":{"__typename":"Category","id":"category:SQL-Server","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftTeams":{"__typename":"Category","id":"category:MicrosoftTeams","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:PublicSector":{"__typename":"Category","id":"category:PublicSector","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:microsoft365":{"__typename":"Category","id":"category:microsoft365","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:IoT":{"__typename":"Category","id":"category:IoT","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:HealthcareAndLifeSciences":{"__typename":"Category","id":"category:HealthcareAndLifeSciences","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:SMB":{"__typename":"Category","id":"category:SMB","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:ITOpsTalk":{"__typename":"Category","id":"category:ITOpsTalk","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:microsoft-endpoint-manager":{"__typename":"Category","id":"category:microsoft-endpoint-manager","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftLearn":{"__typename":"Category","id":"category:MicrosoftLearn","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Blog:board:MicrosoftLearnBlog":{"__typename":"Blog","id":"board:MicrosoftLearnBlog","blogPolicies":{"__typename":"BlogPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}},"boardPolicies":{"__typename":"BoardPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:AI":{"__typename":"Category","id":"category:AI","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:MicrosoftMechanics":{"__typename":"Category","id":"category:MicrosoftMechanics","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:StartupsatMicrosoft":{"__typename":"Category","id":"category:StartupsatMicrosoft","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:PartnerCommunity":{"__typename":"Category","id":"category:PartnerCommunity","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:Windows":{"__typename":"Category","id":"category:Windows","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"Category:category:microsoft-security":{"__typename":"Category","id":"category:microsoft-security","categoryPolicies":{"__typename":"CategoryPolicies","canReadNode":{"__typename":"PolicyResult","failureReason":null}}},"QueryVariables:TopicReplyList:message:3799509:5":{"__typename":"QueryVariables","id":"TopicReplyList:message:3799509:5","value":{"id":"message:3799509","first":10,"sorts":{"postTime":{"direction":"DESC"}},"repliesFirst":3,"repliesFirstDepthThree":1,"repliesSorts":{"postTime":{"direction":"DESC"}},"useAvatar":true,"useAuthorLogin":true,"useAuthorRank":true,"useBody":true,"useKudosCount":true,"useTimeToRead":false,"useMedia":false,"useReadOnlyIcon":false,"useRepliesCount":true,"useSearchSnippet":false,"useAcceptedSolutionButton":false,"useSolvedBadge":false,"useAttachments":false,"attachmentsFirst":5,"useTags":true,"useNodeAncestors":false,"useUserHoverCard":false,"useNodeHoverCard":false,"useModerationStatus":true,"usePreviewSubjectModal":false,"useMessageStatus":true}},"ROOT_MUTATION":{"__typename":"Mutation"},"CachedAsset:text:en_US-components/community/Navbar-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/community/Navbar-1737571274000","value":{"community":"Community Home","inbox":"Inbox","manageContent":"Manage Content","tos":"Terms of Service","forgotPassword":"Forgot Password","themeEditor":"Theme Editor","edit":"Edit Navigation Bar","skipContent":"Skip to content","gxcuf89792":"Tech Community","external-1":"Events","s-m-b":"Small and Medium Businesses","windows-server":"Windows Server","education-sector":"Education Sector","driving-adoption":"Driving Adoption","microsoft-learn":"Microsoft Learn","s-q-l-server":"SQL Server","partner-community":"Microsoft Partner Community","microsoft365":"Microsoft 365","external-9":".NET","external-8":"Teams","external-7":"Github","products-services":"Products","external-6":"Power Platform","communities-1":"Topics","external-5":"Microsoft Security","planner":"Planner","external-4":"Microsoft 365","external-3":"Dynamics 365","azure":"Azure","healthcare-and-life-sciences":"Healthcare and Life Sciences","external-2":"Azure","microsoft-mechanics":"Microsoft Mechanics","microsoft-learn-1":"Community","external-10":"Learning Room Directory","microsoft-learn-blog":"Blog","windows":"Windows","i-t-ops-talk":"ITOps Talk","external-link-1":"View All","microsoft-securityand-compliance":"Microsoft Security","public-sector":"Public Sector","community-info-center":"Lounge","external-link-2":"View All","microsoft-teams":"Microsoft Teams","external":"Blogs","microsoft-endpoint-manager":"Microsoft Intune and Configuration Manager","startupsat-microsoft":"Startups at Microsoft","exchange":"Exchange","a-i":"AI and Machine Learning","io-t":"Internet of Things (IoT)","outlook":"Outlook","external-link":"Community Hubs","communities":"Products"},"localOverride":false},"CachedAsset:text:en_US-components/community/NavbarHamburgerDropdown-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarHamburgerDropdown-1737571274000","value":{"hamburgerLabel":"Side Menu"},"localOverride":false},"CachedAsset:text:en_US-components/community/BrandLogo-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/community/BrandLogo-1737571274000","value":{"logoAlt":"Khoros","themeLogoAlt":"Brand Logo"},"localOverride":false},"CachedAsset:text:en_US-components/community/NavbarTextLinks-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarTextLinks-1737571274000","value":{"more":"More"},"localOverride":false},"CachedAsset:text:en_US-components/authentication/AuthenticationLink-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/authentication/AuthenticationLink-1737571274000","value":{"title.login":"Sign In","title.registration":"Register","title.forgotPassword":"Forgot Password","title.multiAuthLogin":"Sign In"},"localOverride":false},"CachedAsset:text:en_US-components/nodes/NodeLink-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/nodes/NodeLink-1737571274000","value":{"place":"Place {name}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageView/MessageViewStandard-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageView/MessageViewStandard-1737571274000","value":{"anonymous":"Anonymous","author":"{messageAuthorLogin}","authorBy":"{messageAuthorLogin}","board":"{messageBoardTitle}","replyToUser":" to {parentAuthor}","showMoreReplies":"Show More","replyText":"Reply","repliesText":"Replies","markedAsSolved":"Marked as Solved","movedMessagePlaceholder.BLOG":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholder.TKB":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholder.FORUM":"{count, plural, =0 {This reply has been} other {These replies have been} }","movedMessagePlaceholder.IDEA":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholder.OCCASION":"{count, plural, =0 {This comment has been} other {These comments have been} }","movedMessagePlaceholderUrlText":"moved.","messageStatus":"Status: ","statusChanged":"Status changed: {previousStatus} to {currentStatus}","statusAdded":"Status added: {status}","statusRemoved":"Status removed: {status}","labelExpand":"expand replies","labelCollapse":"collapse replies","unhelpfulReason.reason1":"Content is outdated","unhelpfulReason.reason2":"Article is missing information","unhelpfulReason.reason3":"Content is for a different Product","unhelpfulReason.reason4":"Doesn't match what I was searching for"},"localOverride":false},"CachedAsset:text:en_US-components/messages/ThreadedReplyList-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/ThreadedReplyList-1737571274000","value":{"title":"{count, plural, one{# Reply} other{# Replies}}","title@board:BLOG":"{count, plural, one{# Comment} other{# Comments}}","title@board:TKB":"{count, plural, one{# Comment} other{# Comments}}","title@board:IDEA":"{count, plural, one{# Comment} other{# Comments}}","title@board:OCCASION":"{count, plural, one{# Comment} other{# Comments}}","noRepliesTitle":"No Replies","noRepliesTitle@board:BLOG":"No Comments","noRepliesTitle@board:TKB":"No Comments","noRepliesTitle@board:IDEA":"No Comments","noRepliesTitle@board:OCCASION":"No Comments","noRepliesDescription":"Be the first to reply","noRepliesDescription@board:BLOG":"Be the first to comment","noRepliesDescription@board:TKB":"Be the first to comment","noRepliesDescription@board:IDEA":"Be the first to comment","noRepliesDescription@board:OCCASION":"Be the first to comment","messageReadOnlyAlert:BLOG":"Comments have been turned off for this post","messageReadOnlyAlert:TKB":"Comments have been turned off for this article","messageReadOnlyAlert:IDEA":"Comments have been turned off for this idea","messageReadOnlyAlert:FORUM":"Replies have been turned off for this discussion","messageReadOnlyAlert:OCCASION":"Comments have been turned off for this event"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageReplyCallToAction-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageReplyCallToAction-1737571274000","value":{"leaveReply":"Leave a reply...","leaveReply@board:BLOG@message:root":"Leave a comment...","leaveReply@board:TKB@message:root":"Leave a comment...","leaveReply@board:IDEA@message:root":"Leave a comment...","leaveReply@board:OCCASION@message:root":"Leave a comment...","repliesTurnedOff.FORUM":"Replies are turned off for this topic","repliesTurnedOff.BLOG":"Comments are turned off for this topic","repliesTurnedOff.TKB":"Comments are turned off for this topic","repliesTurnedOff.IDEA":"Comments are turned off for this topic","repliesTurnedOff.OCCASION":"Comments are turned off for this topic","infoText":"Stop poking me!"},"localOverride":false},"Rank:rank:37":{"__typename":"Rank","id":"rank:37","position":18,"name":"Copper Contributor","color":"333333","icon":null,"rankStyle":"TEXT"},"User:user:1816382":{"__typename":"User","id":"user:1816382","uid":1816382,"login":"swadhwa82","biography":null,"registrationData":{"__typename":"RegistrationData","status":null,"registrationTime":"2023-04-08T06:43:35.016-07:00"},"deleted":false,"email":"","avatar":{"__typename":"UserAvatar","url":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/m_assets/avatars/default/avatar-10.svg?time=0"},"rank":{"__ref":"Rank:rank:37"},"entityType":"USER","eventPath":"community:gxcuf89792/user:1816382"},"ModerationData:moderation_data:4055803":{"__typename":"ModerationData","id":"moderation_data:4055803","status":"APPROVED","rejectReason":null,"isReportedAbuse":false,"rejectUser":null,"rejectTime":null,"rejectActorType":null},"BlogReplyMessage:message:4055803":{"__typename":"BlogReplyMessage","author":{"__ref":"User:user:1816382"},"id":"message:4055803","revisionNum":1,"uid":4055803,"depth":1,"hasGivenKudo":false,"subscribed":false,"board":{"__ref":"Blog:board:ADforPostgreSQL"},"parent":{"__ref":"BlogTopicMessage:message:3799509"},"conversation":{"__ref":"Conversation:conversation:3799509"},"subject":"Re: Azure Database for PostgreSQL : Logical Replication","moderationData":{"__ref":"ModerationData:moderation_data:4055803"},"body":"
Hello bmckerr-MSFT - Thanks so much for sharing the details. However, I am curious to understand what the advantages could be of using Logical replication for DR scenarios across multi region. On the other hand, Microsoft also recommends, read replica approach and promote Read replica as Read/Write server in case DR occurs. In addition, did you try Logical replication for multi region when PostgreSQL DB Flexi server is provisioned using Private VNET and public access is NOT allowed. I believe that in this configuration, we require VNST Peering because both DBs would be provisioned in separate VNETs in different regions. Please share your inputs.
","body@stripHtml({\"removeProcessingText\":false,\"removeSpoilerMarkup\":false,\"removeTocMarkup\":false,\"truncateLength\":200})@stringLength":"213","kudosSumWeight":0,"repliesCount":0,"postTime":"2024-02-13T04:49:24.190-08:00","lastPublishTime":"2024-02-13T04:49:24.190-08:00","metrics":{"__typename":"MessageMetrics","views":1447},"visibilityScope":"PUBLIC","placeholder":false,"originalMessageForPlaceholder":null,"entityType":"BLOG_REPLY","eventPath":"category:AzureDatabases/category:products-services/category:communities/community:gxcuf89792board:ADforPostgreSQL/message:3799509/message:4055803","replies":{"__typename":"MessageConnection","pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null},"edges":[]},"customFields":[],"attachments":{"__typename":"AttachmentConnection","edges":[],"pageInfo":{"__typename":"PageInfo","hasNextPage":false,"endCursor":null,"hasPreviousPage":false,"startCursor":null}}},"CachedAsset:text:en_US-components/community/NavbarDropdownToggle-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/community/NavbarDropdownToggle-1737571274000","value":{"ariaLabelClosed":"Press the down arrow to open the menu"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/common/QueryHandler-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/common/QueryHandler-1737571274000","value":{"title":"Query Handler"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageCoverImage-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageCoverImage-1737571274000","value":{"coverImageTitle":"Cover Image"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeTitle-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeTitle-1737571274000","value":{"nodeTitle":"{nodeTitle, select, community {Community} other {{nodeTitle}}} "},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageTimeToRead-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageTimeToRead-1737571274000","value":{"minReadText":"{min} MIN READ"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageSubject-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageSubject-1737571274000","value":{"noSubject":"(no subject)"},"localOverride":false},"CachedAsset:text:en_US-components/users/UserLink-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/users/UserLink-1737571274000","value":{"authorName":"View Profile: {author}","anonymous":"Anonymous"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/users/UserRank-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/users/UserRank-1737571274000","value":{"rankName":"{rankName}","userRank":"Author rank {rankName}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageTime-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageTime-1737571274000","value":{"postTime":"Published: {time}","lastPublishTime":"Last Update: {time}","conversation.lastPostingActivityTime":"Last posting activity time: {time}","conversation.lastPostTime":"Last post time: {time}","moderationData.rejectTime":"Rejected time: {time}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageBody-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageBody-1737571274000","value":{"showMessageBody":"Show More","mentionsErrorTitle":"{mentionsType, select, board {Board} user {User} message {Message} other {}} No Longer Available","mentionsErrorMessage":"The {mentionsType} you are trying to view has been removed from the community.","videoProcessing":"Video is being processed. Please try again in a few minutes.","bannerTitle":"Video provider requires cookies to play the video. Accept to continue or {url} it directly on the provider's site.","buttonTitle":"Accept","urlText":"watch"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageCustomFields-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageCustomFields-1737571274000","value":{"CustomField.default.label":"Value of {name}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageRevision-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageRevision-1737571274000","value":{"lastUpdatedDatePublished":"{publishCount, plural, one{Published} other{Updated}} {date}","lastUpdatedDateDraft":"Created {date}","version":"Version {major}.{minor}"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageReplyButton-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageReplyButton-1737571274000","value":{"repliesCount":"{count}","title":"Reply","title@board:BLOG@message:root":"Comment","title@board:TKB@message:root":"Comment","title@board:IDEA@message:root":"Comment","title@board:OCCASION@message:root":"Comment"},"localOverride":false},"CachedAsset:text:en_US-components/messages/MessageAuthorBio-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/messages/MessageAuthorBio-1737571274000","value":{"sendMessage":"Send Message","actionMessage":"Follow this blog board to get notified when there's new activity","coAuthor":"CO-PUBLISHER","contributor":"CONTRIBUTOR","userProfile":"View Profile","iconlink":"Go to {name} {type}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/users/UserAvatar-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/users/UserAvatar-1737571274000","value":{"altText":"{login}'s avatar","altTextGeneric":"User's avatar"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/ranks/UserRankLabel-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/ranks/UserRankLabel-1737571274000","value":{"altTitle":"Icon for {rankName} rank"},"localOverride":false},"CachedAsset:text:en_US-components/users/UserRegistrationDate-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-components/users/UserRegistrationDate-1737571274000","value":{"noPrefix":"{date}","withPrefix":"Joined {date}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeAvatar-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeAvatar-1737571274000","value":{"altTitle":"Node avatar for {nodeTitle}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeDescription-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeDescription-1737571274000","value":{"description":"{description}"},"localOverride":false},"CachedAsset:text:en_US-shared/client/components/nodes/NodeIcon-1737571274000":{"__typename":"CachedAsset","id":"text:en_US-shared/client/components/nodes/NodeIcon-1737571274000","value":{"contentType":"Content Type {style, select, FORUM {Forum} BLOG {Blog} TKB {Knowledge Base} IDEA {Ideas} OCCASION {Events} other {}} icon"},"localOverride":false}}}},"page":"/blogs/BlogMessagePage/BlogMessagePage","query":{"boardId":"adforpostgresql","messageSubject":"azure-database-for-postgresql--logical-replication","messageId":"3799509"},"buildId":"HEhyUrv5OXNBIbfCLaOrw","runtimeConfig":{"buildInformationVisible":false,"logLevelApp":"info","logLevelMetrics":"info","openTelemetryClientEnabled":false,"openTelemetryConfigName":"o365","openTelemetryServiceVersion":"25.1.0","openTelemetryUniverse":"prod","openTelemetryCollector":"http://localhost:4318","openTelemetryRouteChangeAllowedTime":"5000","apolloDevToolsEnabled":false,"inboxMuteWipFeatureEnabled":false},"isFallback":false,"isExperimentalCompile":false,"dynamicIds":["./components/community/Navbar/NavbarWidget.tsx","./components/community/Breadcrumb/BreadcrumbWidget.tsx","./components/customComponent/CustomComponent/CustomComponent.tsx","./components/blogs/BlogArticleWidget/BlogArticleWidget.tsx","./components/external/components/ExternalComponent.tsx","./components/messages/MessageView/MessageViewStandard/MessageViewStandard.tsx","./components/messages/ThreadedReplyList/ThreadedReplyList.tsx","../shared/client/components/common/List/UnstyledList/UnstyledList.tsx","./components/messages/MessageView/MessageView.tsx"],"appGip":true,"scriptLoader":[{"id":"analytics","src":"https://techcommunity.microsoft.com/t5/s/gxcuf89792/pagescripts/1730819800000/analytics.js?page.id=BlogMessagePage&entity.id=board%3Aadforpostgresql&entity.id=message%3A3799509","strategy":"afterInteractive"}]}