Merge branch 'main' of https://github.com/arangodb/docs-hugo into DOC-799

Author: Simran-B

site/content/3.11/arangograph/deployments/_index.md

@@ -156,10 +156,10 @@ periodically to improve security.
 
 1. Navigate to the __Deployment__ for which you want to enable an automatic
    password rotation for the root user.
-2. In the __Quick start__ section, click the button with the __gear__ icon next to the
+2. In the __Deployment details__ section, click the button with the __gear__ icon next to the
    __ROOT PASSWORD__.
 3. In the __Password Settings__ dialog, turn the automatic password rotation on
-   and click the __Confirm__ button.
+   and click the __Save__ button.
 
    ![ArangoGraph Deployment Password Rotation](../../../images/arangograph-deployment-password-rotation.png)
 4. You can expand the __Root password__ panel to see when the password was
@@ -175,7 +175,8 @@ are shared between ArangoGraph and your database, you can benefit from
 end-to-end audit traceability for a given user, as well as integration with
 ArangoGraph SSO.
 
-You can enable this feature in the **Password Settings** dialog. Please note
+You can enable this feature in the **Deployment details** section by turning
+the **USE AUTO LOGIN FOR DATABASE UI** toggle on. Please note
 that it may take a few minutes to get activated.
 Once enabled, you no longer have to fill in the `root` user and password of
 your ArangoDB deployment.
@@ -201,7 +202,7 @@ the ArangoDB database web interface as all permissions are managed by the
 ArangoGraph platform.
 {{< /warning >}}
 
-Before getting started, make sure you are signed into ArangoGraph as a user
+Before getting started, make sure you are signed in to ArangoGraph as a user
 with one of the following permissions in your project:
 - `data.deployment.full-access`
 - `data.deployment.read-only-access`
@@ -236,6 +237,11 @@ attached to your role. Read more about [roles and permissions](../security-and-a
    - Change the deployment name
    - Change the deployment description
 4. In the **Sizing** section, you can do the following:
+   
+   {{< tip >}}
+   Before changing deployment models, especially from **Single Server** to clustered configurations,
+   consider creating a backup of your data.
+   {{< /tip >}}
    - Change **OneShard** deployments into **Sharded** deployments. To do so,
      select **Sharded** in the **Model** dropdown list. You can select the
      number of nodes for your deployment. This can also be modified later on.
@@ -244,7 +250,12 @@ attached to your role. Read more about [roles and permissions](../security-and-a
      {{< /warning >}}
    - Change **Single Server** deployments into **OneShard** or **Sharded** deployments.
      {{< warning >}}
-     You cannot switch from **Sharded** or **OneShard** back to **Single Server**.
+     **Important considerations for Single Server upgrades:**
+     - You cannot switch from **Sharded** or **OneShard** back to **Single Server**.
+     - Changing **Single Server** deployments into **OneShard** or **Sharded** deployments
+       will cause downtime and may take a considerable amount of time to complete. Plan this switch
+       during a maintenance window when your application can tolerate service interruption.
+       Your data remains safe throughout the process.
      {{< /warning >}}
    - Scale up or down the node size.
      {{< warning >}}
@@ -281,21 +292,33 @@ application has to handle connection failures by retrying operations if needed.
 
 ![ArangoGraph Connecting Drivers Example](../../../images/arangograph-connecting-drivers-example.png)
 
+## How to pause a deployment
+
+1. In the __Deployments__ page, click the deployment you wish to pause.
+2. Click the __Delete/Lock__ entry in the navigation.
+3. Click the __Pause deployment...__ button.
+4. To resume the deployment, go to the __Overview__ tab and click __Resume deployment__. The
+   deployment being paused displays the __Hibernated__ status until it has been
+   successfully resumed.
+
 ## How to delete a deployment
 
 {{< danger >}}
 Deleting a deployment deletes all its data and backups.
 This operation is **irreversible**. Please proceed with caution.
 {{< /danger >}}
 
-1. In the main navigation, in the __Projects__ section, click the project that
-   holds the deployment you wish to delete.
-2. In the __Deployments__ page, click the deployment you wish to delete.
-3. Click the __Delete/Lock__ entry in the navigation.
-4. Click the __Delete deployment__ button.
-5. In the modal dialog, confirm the deletion by entering `Delete!` into the
+1. In the __Deployments__ page, click the deployment you wish to delete.
+2. Click the __Delete/Lock__ entry in the navigation.
+3. Click the __Delete deployment...__ button.
+4. In the modal dialog, confirm the deletion by entering `Delete!` into the
    designated text field.
-6. Confirm the deletion by pressing the __Yes__ button.
-7. You will be taken back to the deployments page of the project.
+5. Confirm the deletion by pressing the __Yes__ button.
+6. You will be taken back to the __Deployments__ page of the project.
    The deployment being deleted will display the __Deleting__ status until it has
    been successfully removed.
+
+{{< info >}}
+Locked deployments cannot be deleted. Learn more about
+[locked resources](../security-and-access-control/_index.md#locked-resources) in ArangoGraph.
+{{< /info >}}

site/content/3.11/concepts/data-structure/documents/schema-validation.md

@@ -348,6 +348,8 @@ this restriction.
 Attributes with numeric values always have the type `"number"`, even if they are
 whole numbers (and internally use an `integer` type). If you want to restrict an
 attribute to integer values, use `"type": "number"` together with `"multipleOf": 1`.
+Using `multipleOf` with decimal places is not recommended because it doesn't
+work reliably due to floating-point inaccuracy.
 
 {{< security >}}
 Remote schemas are not supported for security reasons.

site/content/3.12/about-arangodb/features/platform.md

@@ -38,7 +38,7 @@ deploy and use it, see [The ArangoDB Platform](../../components/platform.md).
   A web-based tool for exploring your graph data with an intuitive interface and
   sophisticated querying capabilities.
 
-- [**Graph Analytics**](../../graphs/graph-analytics.md):
+- [**Graph Analytics**](../../data-science/graph-analytics.md):
   A service that can efficiently load graph data from the core database system
   and run graph algorithms such as PageRank and many more.
 

site/content/3.12/arangograph/deployments/_index.md

@@ -237,6 +237,11 @@ attached to your role. Read more about [roles and permissions](../security-and-a
    - Change the deployment name
    - Change the deployment description
 4. In the **Sizing** section, you can do the following:
+   
+   {{< tip >}}
+   Before changing deployment models, especially from **Single Server** to clustered configurations,
+   consider creating a backup of your data.
+   {{< /tip >}}
    - Change **OneShard** deployments into **Sharded** deployments. To do so,
      select **Sharded** in the **Model** dropdown list. You can select the
      number of nodes for your deployment. This can also be modified later on.
@@ -245,7 +250,12 @@ attached to your role. Read more about [roles and permissions](../security-and-a
      {{< /warning >}}
    - Change **Single Server** deployments into **OneShard** or **Sharded** deployments.
      {{< warning >}}
-     You cannot switch from **Sharded** or **OneShard** back to **Single Server**.
+     **Important considerations for Single Server upgrades:**
+     - You cannot switch from **Sharded** or **OneShard** back to **Single Server**.
+     - Changing **Single Server** deployments into **OneShard** or **Sharded** deployments
+       will cause downtime and may take a considerable amount of time to complete. Plan this switch
+       during a maintenance window when your application can tolerate service interruption.
+       Your data remains safe throughout the process.
      {{< /warning >}}
    - Scale up or down the node size.
      {{< warning >}}

site/content/3.12/concepts/data-structure/documents/schema-validation.md

@@ -348,6 +348,8 @@ this restriction.
 Attributes with numeric values always have the type `"number"`, even if they are
 whole numbers (and internally use an `integer` type). If you want to restrict an
 attribute to integer values, use `"type": "number"` together with `"multipleOf": 1`.
+Using `multipleOf` with decimal places is not recommended because it doesn't
+work reliably due to floating-point inaccuracy.
 
 {{< security >}}
 Remote schemas are not supported for security reasons.

site/content/3.12/data-science/_index.md

@@ -50,6 +50,8 @@ Alongside these components, you also get the following additional features:
 
 - [**Graph Visualizer**](../graphs/graph-visualizer.md): A web-based tool for exploring your graph data with an
   intuitive interface and sophisticated querying capabilities.
+- [**Graph Analytics**](graph-analytics.md): Run graph algorithms such as PageRank
+  on dedicated compute resources.  
 - [**Jupyter notebooks**](notebook-servers.md): Run a Jupyter kernel in the platform for hosting
   interactive notebooks for experimentation and development of applications
   that use ArangoDB as their backend.
@@ -64,14 +66,6 @@ Alongside these components, you also get the following additional features:
   [API reference](https://arangoml.github.io/platform-dss-api/GenAI-Service/proto/index.html) documentation
   for more details.
 
-## Other tools and features
-
-The ArangoDB Platform includes the following features independent of the
-GenAI Suite:
-
-- [**Graph Analytics**](../graphs/graph-analytics.md): Run graph algorithms such as PageRank
-  on dedicated compute resources.
-
 ## From graph to AI
 
 This section classifies the complexity of the queries you can answer with
@@ -106,7 +100,7 @@ Graph analytics can answer questions like _**Who are the most connected persons*
 ArangoDB offers _Graph Analytics Engines_ to run algorithms such as
 connected components, label propagation, and PageRank on your data. This feature
 is available for the ArangoGraph Insights Platform. See 
-[Graph Analytics](../graphs/graph-analytics.md) for details.
+[Graph Analytics](graph-analytics.md) for details.
 
 ### GraphML
 

site/content/3.13/graphs/graph-analytics.md renamed to site/content/3.12/data-science/graph-analytics.md

@@ -3,10 +3,10 @@ title: Graph Analytics
 menuTitle: Graph Analytics
 weight: 115
 description: |
-  ArangoGraph offers Graph Analytics Engines to run graph algorithms on your
-  data separately from your ArangoDB deployments
+  Graph analytics analyzes information networks to extract insights from data
+  relationships using algorithms like PageRank for fraud detection, recommendations, and network analysis
 aliases:
-  - ../data-science/graph-analytics
+  - ../graphs/graph-analytics  
 ---
 {{< tag "ArangoDB Platform" "ArangoGraph" >}}
 

site/content/3.13/about-arangodb/features/platform.md

@@ -38,7 +38,7 @@ deploy and use it, see [The ArangoDB Platform](../../components/platform.md).
   A web-based tool for exploring your graph data with an intuitive interface and
   sophisticated querying capabilities.
 
-- [**Graph Analytics**](../../graphs/graph-analytics.md):
+- [**Graph Analytics**](../../data-science/graph-analytics.md):
   A service that can efficiently load graph data from the core database system
   and run graph algorithms such as PageRank and many more.
 

site/content/3.13/arangograph/deployments/_index.md

@@ -237,6 +237,11 @@ attached to your role. Read more about [roles and permissions](../security-and-a
    - Change the deployment name
    - Change the deployment description
 4. In the **Sizing** section, you can do the following:
+   
+   {{< tip >}}
+   Before changing deployment models, especially from **Single Server** to clustered configurations,
+   consider creating a backup of your data.
+   {{< /tip >}}
    - Change **OneShard** deployments into **Sharded** deployments. To do so,
      select **Sharded** in the **Model** dropdown list. You can select the
      number of nodes for your deployment. This can also be modified later on.
@@ -245,7 +250,12 @@ attached to your role. Read more about [roles and permissions](../security-and-a
      {{< /warning >}}
    - Change **Single Server** deployments into **OneShard** or **Sharded** deployments.
      {{< warning >}}
-     You cannot switch from **Sharded** or **OneShard** back to **Single Server**.
+     **Important considerations for Single Server upgrades:**
+     - You cannot switch from **Sharded** or **OneShard** back to **Single Server**.
+     - Changing **Single Server** deployments into **OneShard** or **Sharded** deployments
+       will cause downtime and may take a considerable amount of time to complete. Plan this switch
+       during a maintenance window when your application can tolerate service interruption.
+       Your data remains safe throughout the process.
      {{< /warning >}}
    - Scale up or down the node size.
      {{< warning >}}

site/content/3.13/concepts/data-structure/documents/schema-validation.md

@@ -348,6 +348,8 @@ this restriction.
 Attributes with numeric values always have the type `"number"`, even if they are
 whole numbers (and internally use an `integer` type). If you want to restrict an
 attribute to integer values, use `"type": "number"` together with `"multipleOf": 1`.
+Using `multipleOf` with decimal places is not recommended because it doesn't
+work reliably due to floating-point inaccuracy.
 
 {{< security >}}
 Remote schemas are not supported for security reasons.