Fixed link issue and rolled out same steps to related tutorials

Author: HeidiSteen

articles/search/tutorial-csharp-create-load-index.md

@@ -32,7 +32,7 @@ Create a new search resource using PowerShell and the **Az.Search** module.
    ```
 
    > [!NOTE]
-   > You might need to provide a tenant ID, which you can find in the Azure portal in [Portal settings > Directories + subscriptions](https://learn.microsoft.com/azure/azure-portal/set-preferences).
+   > You might need to provide a tenant ID, which you can find in the Azure portal in [Portal settings > Directories + subscriptions](/azure/azure-portal/set-preferences).
 
 1. Before creating a new search service, you can list existing search services for your subscription to see if there's one you want to use:
 

articles/search/tutorial-javascript-create-load-index.md

@@ -19,36 +19,57 @@ Continue to build your search-enabled website by following these steps:
 * Create a new index
 * Import data with JavaScript using the [sample script](https://github.com/Azure-Samples/azure-search-javascript-samples/blob/main/search-website-functions-v4/bulk-insert/bulk_insert_books.js) and Azure SDK [@azure/search-documents](https://www.npmjs.com/package/@azure/search-documents).
 
-## Create an Azure Cognitive Search resource 
+## Create an Azure Cognitive Search resource
 
-Create a new Search resource with the Azure Cognitive Search extension for Visual Studio Code.
+Create a new search resource using PowerShell and the **Az.Search** module.
 
-1. In Visual Studio Code, open the [Activity bar](https://code.visualstudio.com/docs/getstarted/userinterface), and select the Azure icon. 
+1. In Visual Studio Code, open a new terminal window.
 
-1. In the Side bar, **right-click on your Azure subscription** under the `Azure: Cognitive Search` area and select **Create new search service**.
+1. Connect to Azure:
 
-    :::image type="content" source="./media/tutorial-javascript-create-load-index/visual-studio-code-create-search-resource.png" alt-text="Screenshot of Visual Studio Code showing Azure explorer, right-click on your Azure subscription under the Azure: Cognitive Search area and select Create new search service.":::
+   ```powershell
+   Connect-AzAccount -TenantID <your-tenant-ID>
+   ```
 
-1. Follow the prompts to provide the following information:
+   > [!NOTE]
+   > You might need to provide a tenant ID, which you can find in the Azure portal in [Portal settings > Directories + subscriptions](/azure/azure-portal/set-preferences).
+
+1. Before creating a new search service, you can list existing search services for your subscription to see if there's one you want to use:
+
+   ```powershell
+   Get-AzResource -ResourceType Microsoft.Search/searchServices | ft
+   ```
+
+1. Load the **Az.Search** module: 
+
+   ```powershell
+   Install-Module -Name Az.Search
+   ```
+
+1. Create a new search service. Use the following cmdlet as a template, substituting valid values for the resource group, service name, tier, region, partitions, and replicas:
+
+   ```powershell
+   New-AzSearchService -ResourceGroupName "my resource group"  -Name "myDemoSearchSvc" -Sku "Free" -Location "West US" -PartitionCount 1 -ReplicaCount 1 -HostingMode Default
+   ```
 
     |Prompt|Enter|
     |--|--|
-    |Enter a globally unique name for the new Search Service.|**Remember this name**. This resource name becomes part of your resource endpoint.|
+    |Enter a globally unique name for the new search service.|**Remember this name**. This resource name becomes part of your resource endpoint.|
     |Select a resource group for new resources|Use the resource group you created for this tutorial.|
-    |Select the SKU for your Search service.|Select **Free** for this tutorial. You can't change a SKU pricing tier after the service is created.|
+    |Select the SKU for your search service.|Use **Free** for this tutorial. You can't change a SKU pricing tier after the service is created.|
     |Select a location for new resources.|Select a region close to you.|
 
-1. After you complete the prompts, your new Search resource is created. 
-
-## Get your Search resource admin key
-
-Get your Search resource admin key with the Visual Studio Code extension. 
+1. Create a query key that grants read access to a search service. Query keys have to be explicitly created. Copy the query key to Notepad so that you can paste it into the client code in a later step:
 
-1. In Visual Studio Code, in the Side bar, right-click on your Search resource and select **Copy Admin Key**.
+   ```powershell
+   New-AzSearchQueryKey -ResourceGroupName "my resource group"  -ServiceName "myDemoSearchSvc" -Name "mySrchQueryKey"
+   ```
 
-    :::image type="content" source="./media/tutorial-javascript-create-load-index/visual-studio-code-copy-admin-key.png" alt-text="Screenshot of Visual Studio Code showing Azure explorer, right-click on your Search resource and select Copy Admin Key.":::
+1. Get the search service admin API key that was automatically created for your search service. An admin API key provides write access to the search service. Copy either one of the admin keys to Notepad so that you can use it in the bulk import step that creates and loads an index:
 
-1. Keep this admin key, you'll need to use it in [a later section](#prepare-the-bulk-import-script-for-search). 
+   ```powershell
+   Get-AzSearchAdminKeyPair  -ResourceGroupName "my resource group" -ServiceName "myDemoSearchSvc" 
+   ```
 
 ## Prepare the bulk import script for Search
 

articles/search/tutorial-python-create-load-index.md

@@ -21,34 +21,55 @@ Continue to build your search-enabled website by following these steps:
 
 ## Create an Azure Cognitive Search resource
 
-Create a new Search resource with the Azure Cognitive Search extension for Visual Studio Code.
+Create a new search resource using PowerShell and the **Az.Search** module.
 
-1. In Visual Studio Code, open the [Activity bar](https://code.visualstudio.com/docs/getstarted/userinterface), and select the Azure icon. 
+1. In Visual Studio Code, open a new terminal window.
 
-1. In the Side bar, **right-click on your Azure subscription** under the `Azure: Cognitive Search` area and select **Create new search service**.
+1. Connect to Azure:
 
-    :::image type="content" source="./media/tutorial-javascript-create-load-index/visual-studio-code-create-search-resource.png" alt-text="Screenshot of Visual Studio Code showing the Azure explorer, right-click on your Azure subscription under the Azure: Cognitive Search area and select Create new search service.":::
+   ```powershell
+   Connect-AzAccount -TenantID <your-tenant-ID>
+   ```
 
-1. Follow the prompts to provide the following information:
+   > [!NOTE]
+   > You might need to provide a tenant ID, which you can find in the Azure portal in [Portal settings > Directories + subscriptions](/azure/azure-portal/set-preferences).
+
+1. Before creating a new search service, you can list existing search services for your subscription to see if there's one you want to use:
+
+   ```powershell
+   Get-AzResource -ResourceType Microsoft.Search/searchServices | ft
+   ```
+
+1. Load the **Az.Search** module: 
+
+   ```powershell
+   Install-Module -Name Az.Search
+   ```
+
+1. Create a new search service. Use the following cmdlet as a template, substituting valid values for the resource group, service name, tier, region, partitions, and replicas:
+
+   ```powershell
+   New-AzSearchService -ResourceGroupName "my resource group"  -Name "myDemoSearchSvc" -Sku "Free" -Location "West US" -PartitionCount 1 -ReplicaCount 1 -HostingMode Default
+   ```
 
     |Prompt|Enter|
     |--|--|
-    |Enter a globally unique name for the new Search Service.|**Remember this name**. This resource name becomes part of your resource endpoint.|
+    |Enter a globally unique name for the new search service.|**Remember this name**. This resource name becomes part of your resource endpoint.|
     |Select a resource group for new resources|Use the resource group you created for this tutorial.|
-    |Select the SKU for your Search service.|Select **Free** for this tutorial. You can't change a pricing tier after the service is created.|
+    |Select the SKU for your search service.|Use **Free** for this tutorial. You can't change a SKU pricing tier after the service is created.|
     |Select a location for new resources.|Select a region close to you.|
 
-1. After you complete the prompts, your new Search resource is created. 
-
-## Get your Search resource admin key
-
-Get your Search resource admin key with the Visual Studio Code extension. 
+1. Create a query key that grants read access to a search service. Query keys have to be explicitly created. Copy the query key to Notepad so that you can paste it into the client code in a later step:
 
-1. In Visual Studio Code, in the Side bar, right-click on your Search resource and select **Copy Admin Key**.
+   ```powershell
+   New-AzSearchQueryKey -ResourceGroupName "my resource group"  -ServiceName "myDemoSearchSvc" -Name "mySrchQueryKey"
+   ```
 
-    :::image type="content" source="./media/tutorial-javascript-create-load-index/visual-studio-code-copy-admin-key.png" alt-text="Screenshot of Visual Studio Code showing the Azure explorer, right-click on your Search resource and select Copy Admin Key.":::
+1. Get the search service admin API key that was automatically created for your search service. An admin API key provides write access to the search service. Copy either one of the admin keys to Notepad so that you can use it in the bulk import step that creates and loads an index:
 
-1. Keep this admin key, you'll need to use it to create objects in [a later section](#prepare-the-bulk-import-script-for-search). 
+   ```powershell
+   Get-AzSearchAdminKeyPair  -ResourceGroupName "my resource group" -ServiceName "myDemoSearchSvc" 
+   ```
 
 ## Prepare the bulk import script for Search