percona · Andriciuc · Mar 6, 2026
diff --git a/docs/crud.md b/docs/crud.md
@@ -23,7 +23,7 @@ CREATE TABLE customers (
 );
 ```
 
-<i info>:material-information: Hint:</i>Having issues with table creation? Check our [Troubleshooting guide](troubleshooting.md)
+<i info>:material-information: Hint:</i> Having issues with table creation? Check our [Troubleshooting guide](troubleshooting.md).
 
 ## Insert the data
 
@@ -74,7 +74,7 @@ Let's update John Doe's record with a new email address.
     SELECT * FROM customers WHERE first_name = 'John' AND last_name = 'Doe';
     ```
 
-    ??? example "Expected output"   
+    ??? example "Expected output"
 
         ```{.sql .no-copy}
          id | first_name | last_name |          email

diff --git a/docs/get-help.md b/docs/get-help.md
@@ -6,7 +6,7 @@ Our documentation guides are packed with information, but they can’t cover eve
 
 Be a part of a space where you can tap into a wealth of knowledge from other database enthusiasts and experts who work with Percona’s software every day. While our service is entirely free, keep in mind that response times can vary depending on the complexity of the question. You are engaging with people who genuinely love solving database challenges.
 
-We recommend visiting our [Community Forum](https://forums.percona.com/t/welcome-to-perconas-community-forum/7){:target="_blank"}. It’s an excellent place for discussions, technical insights, and support around Percona database software. If you’re new and feeling a bit unsure, our [FAQ](https://forums.percona.com/faq){:target="_blank"} and [Guide for New Users](https://forums.percona.com/t/faq-guide-for-new-users/8562){:target="_blank"} ease you in.
+We recommend visiting our [Community Forum](https://forums.percona.com/){:target="_blank"}. It’s an excellent place for discussions, technical insights, and support around Percona database software. If you’re new and feeling a bit unsure, our [FAQ](https://forums.percona.com/faq){:target="_blank"} and [Guide for New Users](https://forums.percona.com/t/faq-guide-for-new-users/8562){:target="_blank"} ease you in.
 
 If you have thoughts, feedback, or ideas, the community team would like to hear from you at [Any ideas on how to make the forum better?](https://forums.percona.com/t/any-ideas-on-how-to-make-the-forum-better/11522){:target="blank"}. We’re always excited to connect and improve everyone's experience.
 

diff --git a/docs/index.md b/docs/index.md
@@ -14,7 +14,7 @@ Part of the solution, Percona Operator for PostgreSQL, makes it easy to orchestr
 - No guesswork on finding the right version of a component – they all undergo thorough testing to ensure compatibility
 - Freely available reference architectures for solutions like high-availability, backups and disaster recovery
 - Spatial data handling support via PostGIS
-- Monitoring of the database health, performance and infrastructure usage via open source [Percona Management and Monitoring :octicons-link-external-16:](https://www.percona.com/doc/percona-monitoring-and-management/2.x/index.html) with PostgreSQL-specific dashboards
+- Monitoring of the database health, performance and infrastructure usage via open source [Percona Management and Monitoring :octicons-link-external-16:](https://docs.percona.com/percona-monitoring-and-management/3/) with PostgreSQL-specific dashboards
 - Run PostgreSQL on Kubernetes using open source [Percona Operator for PostgreSQL :octicons-link-external-16:](https://docs.percona.com/percona-operator-for-postgresql/2.0/index.html). It not only automates deployment and management of PostgreSQL clusters on Kubernetes, but also includes enterprise-ready features for high-availability, backup and restore, replication, logging, and more
 - Automate PostgreSQL provisioning and management in Kubernetes, in the cloud or on-premises with [Percona Everest :octicons-link-external-16:](https://docs.percona.com/everest/index.html#why-percona-everest) - the cloud-native database platform
 

diff --git a/docs/major-upgrade.md b/docs/major-upgrade.md
@@ -58,7 +58,7 @@ Run **all** commands as root or via **sudo**:
     !!! note
         When installing version 18, if prompted via a pop-up to upgrade to the latest available version, select **No**.
 
-    * [Install percona-release :octicons-link-external-17:](https://docs.percona.com/percona-software-repositories/installing.html). If you have installed it before, [update it to the latest version](https://docs.percona.com/percona-software-repositories/updating.html)
+    * [Install percona-release :octicons-link-external-16:](https://docs.percona.com/percona-software-repositories/installing.html). If you have installed it before, [update it to the latest version](https://docs.percona.com/percona-software-repositories/updating.html)
 
     * Enable Percona repository
 

diff --git a/docs/minor-upgrade.md b/docs/minor-upgrade.md
@@ -23,7 +23,7 @@ Minor upgrade of Percona Distribution for PostgreSQL includes the following step
 
 ## Before you start
 
-1. [Update the `percona-release` :octicons-link-external-16:](https://www.percona.com/doc/percona-repo-config/percona-release.html#updating-percona-release-to-the-latest-version) utility to the latest version. This is required to install the new version packages of Percona Distribution for PostgreSQL.
+1. [Update the `percona-release` :octicons-link-external-16:](https://docs.percona.com/percona-software-repositories/updating.html) utility to the latest version. This is required to install the new version packages of Percona Distribution for PostgreSQL.
 
 2. Starting with version 17.2.1, `pg_tde` is part of the Percona Server for PostgreSQL package. If you installed `pg_tde` from its dedicated package, do the following to avoid conflicts during the upgrade:
 

diff --git a/docs/troubleshooting.md b/docs/troubleshooting.md
@@ -10,7 +10,7 @@ Every database in PostgreSQL has a default schema called `public`. A schema stor
 
 When you create a table without specifying a schema name, it ends up in the `public` schema by default.
 
-Starting with PostgreSQL 15, non-database owners cannot access the `public` schema. Therefore, you can either grant privileges to the database for your user using the [GRANT](https://www.postgresql.org/docs/{{pgvesrion}}/sql-grant.html) command or create your own schema to insert the data.
+Starting with PostgreSQL 15, non-database owners cannot access the `public` schema. Therefore, you can either grant privileges to the database for your user using the [GRANT](https://www.postgresql.org/docs/{{pgversion}}/sql-grant.html) command or create your own schema to insert the data.
 
 To create a schema, use the following statement:
 

diff --git a/docs/uninstalling.md b/docs/uninstalling.md
@@ -2,7 +2,8 @@
 
 To uninstall Percona Distribution for PostgreSQL, remove all the installed packages and data / configuration files.
 
-**NOTE**: Should you need the data files later, back up your data before uninstalling Percona Distribution for PostgreSQL.
+!!! note
+     Should you need the data files later, back up your data before uninstalling Percona Distribution for PostgreSQL.
 
 === ":material-debian: On Debian and Ubuntu using `apt`"
 
@@ -82,4 +83,4 @@ If you [installed Percona Distribution for PostgreSQL from binary tarballs](tarb
 
     ```{.bash data-prompt="$"}
     $ sudo rm -rf /path/to/tarballs/
-    ```
+    ```
diff --git a/docs/whats-next.md b/docs/whats-next.md
@@ -10,16 +10,13 @@ To become more confident and proficient in developing database applications, let
 - [Functions and Operators :octicons-link-external-16:](https://www.postgresql.org/docs/current/functions.html)
 - [Indexes :octicons-link-external-16:](https://www.postgresql.org/docs/current/indexes.html)
 
+To effectively solve database administration tasks, master these essential topics:
 
-To effectively solve database administration tasks, master these essential topics: 
-
-- [Backup and restore :octicons-link-external-16:](https://www.postgresql.org/docs/current/backup.html) 
+- [Backup and restore :octicons-link-external-16:](https://www.postgresql.org/docs/current/backup.html)
 - [Authentication :octicons-link-external-16:](https://www.postgresql.org/docs/{{pgversion}}/auth-methods.html) and role-based access control
 - [PostgreSQL contrib extensions and modules](contrib.md)
-- [Monitor PostgreSQL with Percona Monitoring and Management :octicons-link-external-16:](https://docs.percona.com/percona-monitoring-and-management/quickstart/index.html)
-
+- [Monitor PostgreSQL with Percona Monitoring and Management :octicons-link-external-16:](https://docs.percona.com/percona-monitoring-and-management/3/quickstart/quickstart.html)
 
 Also, check out our solutions to help you meet the requirements of your organization.
 
 [Solutions](solutions.md){.md-button}
-