Standardize on 'Data Product' for the Azure resource

rcdun · rcdun · commit 95e537737e0a · 2024-03-18T15:05:47.000Z
diff --git a/articles/operator-insights/business-continuity-disaster-recovery.md b/articles/operator-insights/business-continuity-disaster-recovery.md
@@ -40,6 +40,6 @@ Azure Operator Insights has no innate region redundancy. Regional outages affect
 
 #### User-managed redundancy
 
-For maximal redundancy, you can deploy Data Products in an active-active mode. Deploy a second Data Product in a backup Azure region of your choice, and configure your ingestion agents to fork data to both Data Products simultaneously. The backup data product is unaffected by the failure of the primary region. During a regional outage, look at dashboards that use the backup Data Product as the data source. This architecture doubles the cost of the solution.
+For maximal redundancy, you can deploy Data Products in an active-active mode. Deploy a second Data Product in a backup Azure region of your choice, and configure your ingestion agents to fork data to both Data Products simultaneously. The backup Data Product is unaffected by the failure of the primary region. During a regional outage, look at dashboards that use the backup Data Product as the data source. This architecture doubles the cost of the solution.
 
 Alternatively, you could use an active-passive mode. Deploy a second Data Product in a backup Azure region, and configure your ingestion agents to send to the primary Data Product. During a regional outage, reconfigure your ingestion agents to send data to the backup Data Product during a region outage. This architecture gives full access to data created during the outage (starting from the time where you reconfigure the ingestion agents), but during the outage you don't have access to data ingested before that time. This architecture requires a small infrastructure charge for the second Data Product, but no additional data processing charges.
diff --git a/articles/operator-insights/change-ingestion-agent-configuration.md b/articles/operator-insights/change-ingestion-agent-configuration.md
@@ -8,7 +8,7 @@ ms.service: operator-insights
 ms.topic: how-to
 ms.date: 02/29/2024
 
-#CustomerIntent: As a someone managing an agent that has already been set up, I want to update its configuration so that data products in Azure Operator Insights receive the correct data.
+#CustomerIntent: As a someone managing an agent that has already been set up, I want to update its configuration so that Data Products in Azure Operator Insights receive the correct data.
 ---
 
 # Change configuration for Azure Operator Insights ingestion agents
@@ -19,7 +19,7 @@ In this article, you'll change your ingestion agent configuration and roll back
 
 ## Prerequisites
 
-- Using the documentation for your data product, check for required or recommended configuration for the ingestion agent.
+- Using the documentation for your Data Product, check for required or recommended configuration for the ingestion agent.
 - See [Configuration reference for Azure Operator Insights ingestion agent](ingestion-agent-configuration-reference.md) for full details of the configuration options.
 
 ## Update agent configuration
diff --git a/articles/operator-insights/concept-data-quality-monitoring.md b/articles/operator-insights/concept-data-quality-monitoring.md
@@ -34,8 +34,8 @@ Data quality dimensions are the various aspects or characteristics that define t
 
 All data quality dimensions are covered by quality metrics produced by Azure Operator Insights platform. There are two types of the quality metrics:
 
-- Basic - Standard set of checks across all data products.
-- Custom - Custom set of checks, allowing all data products to implement checks that are specific to their product.
+- Basic - Standard set of checks across all Data Products.
+- Custom - Custom set of checks, allowing all Data Products to implement checks that are specific to their product.
 
 The basic quality metrics produced by the platform are available in the following table.
 
@@ -54,7 +54,7 @@ The basic quality metrics produced by the platform are available in the followin
 | Percentiles for lag between data processed and available for querying            | Timeliness    | Processed       |
 | Ages for materialized views                                                      | Timeliness    | Processed       |
 
-The custom data quality metrics are implemented on per data product basis. These metrics cover the accuracy and consistency dimensions. Data product documentation contains description for the custom quality metrics available.
+The custom data quality metrics are implemented on per Data Product basis. These metrics cover the accuracy and consistency dimensions. Data Product documentation contains description for the custom quality metrics available.
 
 ## Monitoring
 
diff --git a/articles/operator-insights/data-product-create.md b/articles/operator-insights/data-product-create.md
@@ -228,7 +228,7 @@ You create the Azure Operator Insights Data Product resource.
     1. Carefully paste the Key Identifier URI that was created when you set up Azure Key Vault as a prerequisite.
    
 1. To add owner(s) for the Data Product, which will also appear in Microsoft Purview, select **Add owner**, enter the email address, and select **Add owners**.
-1. In the Tags tab of the **Create a Data Product** page, select or enter the name/value pair used to categorize your data product resource.
+1. In the Tags tab of the **Create a Data Product** page, select or enter the name/value pair used to categorize your Data Product resource.
 1. Select **Review + create**.
 1. Select **Create**. Your Data Product instance is created in about 20-25 minutes. During this time, all the underlying components are provisioned. After this process completes, you can work with your data ingestion, explore sample dashboards and queries, and so on.
 
@@ -268,7 +268,7 @@ Once your Data Product instance is created, you can deploy a sample insights das
 > [!NOTE] 
 > The reader role is required for you to have access to the insights consumption URL.
 
-3. Download the sample JSON template file for your data product's dashboard:
+3. Download the sample JSON template file for your Data Product's dashboard:
     * Quality of Experience - Affirmed MCC GIGW: [https://go.microsoft.com/fwlink/p/?linkid=2254536](https://go.microsoft.com/fwlink/p/?linkid=2254536)
     * Monitoring - Affirmed MCC: [https://go.microsoft.com/fwlink/p/?linkid=2254551](https://go.microsoft.com/fwlink/?linkid=2254551)
 1. Copy the consumption URL from the Data Product overview screen into the clipboard.
@@ -321,7 +321,7 @@ The consumption URL also allows you to write your own Kusto query to get insight
 
 ## Optionally, delete Azure resources
 
-If you're using this data product to explore Azure Operator Insights, you should delete the resources you've created to avoid unnecessary Azure costs.
+If you're using this Data Product to explore Azure Operator Insights, you should delete the resources you've created to avoid unnecessary Azure costs.
 
 # [Portal](#tab/azure-portal)
 
@@ -339,7 +339,7 @@ az group delete --name "ResourceGroup"
 
 ## Next step
 
-Upload data to your data product. If you're planning to do this with the Azure Operator Insights ingestion agent:
+Upload data to your Data Product. If you're planning to do this with the Azure Operator Insights ingestion agent:
 
-1. Read the documentation for your data product to determine the requirements.
+1. Read the documentation for your Data Product to determine the requirements.
 1. [Install the Azure Operator Insights ingestion agent and configure it to upload data](set-up-ingestion-agent.md).
diff --git a/articles/operator-insights/data-product-factory.md b/articles/operator-insights/data-product-factory.md
@@ -10,11 +10,11 @@ ms.topic: overview
 #CustomerIntent: As a partner developing a Data Product, I want to understand what the data product factory is so that I can use it.
 ---
 
-# What is the data product factory (preview) for Azure Operator Insights?
+# What is the Azure Operator Insights data product factory (preview)?
 
-Data Products process data from operator networks, enrich it, and make it available for analysis. They can include prebuilt dashboards, and allow operators to view their data in other analysis tools. For more information, see [What is Azure Operator Insights?](overview.md).
+Azure Operator Insights Data Products process data from operator networks, enrich it, and make it available for analysis. They can include prebuilt dashboards, and allow operators to view their data in other analysis tools. For more information, see [What is Azure Operator Insights?](overview.md).
 
-The data product factory (preview) for Azure Operator Insights allows partners to easily design and create new Data Products for the Azure Operator Insights platform. Partners can develop pipelines to analyze network data and offer insights, while allowing the Azure Operator Insights platform to process operator-scale data.
+The Azure Operator Insights data product factory (preview) allows partners to easily design and create new Data Products for the Azure Operator Insights platform. Partners can develop pipelines to analyze network data and offer insights, while allowing the Azure Operator Insights platform to process operator-scale data.
 
 :::image type="content" source="media/data-product-factory/data-product-factory.png" alt-text="The data product factory is based on Azure Operator Insights Platform. You can publish to the Azure Marketplace.":::
 
diff --git a/articles/operator-insights/index.yml b/articles/operator-insights/index.yml
@@ -96,5 +96,5 @@ landingContent:
     linkLists:
       - linkListType: concept
         links:
-          - text: Data product factory (preview)
+          - text: Azure Operator Insights data product factory (preview)
             url: data-product-factory.md
diff --git a/articles/operator-insights/ingestion-agent-overview.md b/articles/operator-insights/ingestion-agent-overview.md
@@ -13,7 +13,7 @@ ms.date: 12/8/2023
 
 # Ingestion agent overview
 
-An _ingestion agent_ uploads data to an Azure Operator Insights data product. We provide an ingestion agent called the Azure Operator Insights ingestion agent that you can install on a Linux virtual machine to upload data from your network. This ingestion agent supports uploading:
+An _ingestion agent_ uploads data to an Azure Operator Insights Data Product. We provide an ingestion agent called the Azure Operator Insights ingestion agent that you can install on a Linux virtual machine to upload data from your network. This ingestion agent supports uploading:
 
 - Affirmed Mobile Content Cloud (MCC) Event Data Record (EDR) data streams.
 - Files stored on an SFTP server.
diff --git a/articles/operator-insights/monitor-operator-insights.md b/articles/operator-insights/monitor-operator-insights.md
@@ -54,7 +54,7 @@ To start monitoring a Data Product with Azure Monitor Logs and Log Analytics:
 1. In the **Diagnostic setting** view of your Data Product, create a diagnostic setting that routes the logs that you want to collect to the Log Analytics workspace. To use the example query in this procedure, include **Database Query** (in addition to any other category of logs that you want to collect).
     - For instructions, see [Create diagnostic setting to collect platform logs and metrics in Azure](/azure/azure-monitor/platform/diagnostic-settings). You can use the Azure portal, CLI, or PowerShell.
     - The categories of logs for Azure Operator Insights are listed in [Azure Operator Insights monitoring data reference](monitor-operator-insights-data-reference.md#resource-logs).
-1. To use the example query in this procedure, run a query on the data in your Data Product by following [Query data in the Data Product](data-query.md). This step ensures that Azure Monitor Logs has some data for your data product.
+1. To use the example query in this procedure, run a query on the data in your Data Product by following [Query data in the Data Product](data-query.md). This step ensures that Azure Monitor Logs has some data for your Data Product.
 1. Return to your Data Product resource and select **Logs** from the Azure Operator Insights menu to access Log Analytics.
 1. Run the following query to view the log for the query that you ran on your Data Product, replacing _username@example.com_ with the email address you used when you ran the query. You can also adapt the sample queries in [Sample Kusto queries](#sample-kusto-queries).
     ```kusto
diff --git a/articles/operator-insights/monitor-troubleshoot-ingestion-agent.md b/articles/operator-insights/monitor-troubleshoot-ingestion-agent.md
@@ -8,7 +8,7 @@ ms.service: operator-insights
 ms.topic: troubleshooting-general #Don't change.
 ms.date: 02/29/2024
 
-#CustomerIntent: As a someone managing an agent that has already been set up, I want to monitor and troubleshoot it so that data products in Azure Operator Insights receive the correct data.
+#CustomerIntent: As a someone managing an agent that has already been set up, I want to monitor and troubleshoot it so that Data Products in Azure Operator Insights receive the correct data.
 ---
 
 
@@ -61,7 +61,7 @@ Symptoms: `sudo systemctl status az-aoi-ingestion` shows that the service is in
 Symptoms: no data appears in Azure Data Explorer.
 
 - Check the network connectivity and firewall configuration between the ingestion agent VM and the Data Product's input storage account.
-- Check the logs from the ingestion agent for errors uploading to Azure. If the logs point to authentication issues, check that the agent configuration has the correct sink settings and authentication for your data product. Then restart the agent.
+- Check the logs from the ingestion agent for errors uploading to Azure. If the logs point to authentication issues, check that the agent configuration has the correct sink settings and authentication for your Data Product. Then restart the agent.
 - Check that the ingestion agent is receiving data from its source. Check the network connectivity and firewall configuration between your network and the ingestion agent.
 
 ## Problems with the MCC EDR source
diff --git a/articles/operator-insights/overview.md b/articles/operator-insights/overview.md
@@ -47,11 +47,11 @@ We provide the following Data Products.
 
 If you prefer, you can provide your own ingestion agent to upload data to your chosen Data Product.
 
-Azure Operator Insights also offers the data product factory (preview) to allow partners and operators to build new Data Products. For more information, see [What is the data product factory (preview) for Azure Operator Insights?](data-product-factory.md).
+Azure Operator Insights also offers the data product factory (preview) to allow partners and operators to build new Data Products. For more information, see [What is the Azure Operator Insights data product factory (preview)?](data-product-factory.md).
 
 ## How can I use Azure Operator Insights for end-to-end insights?
 
-Azure Operator Insights provides built-in support for discovering and joining Data Products together in a data mesh to achieve higher-value end-to-end insights for multi-site multi-vendor networks. Individual Data Products provide specialized data processing, enrichment, and visualizations, while using the Azure Operator Insights platform to manage operator-scale data. All Data Products share a standardized and composable architecture, and support consistent processes for operating and designing data products.
+Azure Operator Insights provides built-in support for discovering and joining Data Products together in a data mesh to achieve higher-value end-to-end insights for multi-site multi-vendor networks. Individual Data Products provide specialized data processing, enrichment, and visualizations, while using the Azure Operator Insights platform to manage operator-scale data. All Data Products share a standardized and composable architecture, and support consistent processes for operating and designing Data Products.
 
 ## How do I get access to Azure Operator Insights?
 
diff --git a/articles/operator-insights/purview-setup.md b/articles/operator-insights/purview-setup.md
@@ -29,7 +29,7 @@ The Microsoft Purview account and collection is populated with catalog details o
 
 You can access your Purview account through the Azure portal by going to `https://web.purview.azure.com` and selecting your Microsoft Entra ID and account name. Or by going to `https://web.purview.azure.com/resource/<yourpurviewaccountname>`.
 
-To begin to catalog a data product in this account, [create a collection](../purview/how-to-create-and-manage-collections.md) to hold the Data Product.
+To begin to catalog a Data Product in this account, [create a collection](../purview/how-to-create-and-manage-collections.md) to hold the Data Product.
 
 Provide the user-assigned managed identity (UAMI) for your Azure Operator Insights Data Product with necessary roles in the Microsoft Purview compliance portal. This UAMI was set up when the Data Product was created. For information on how to set up this UAMI, see [Set up a user-assigned managed identity](data-product-create.md#set-up-a-user-assigned-managed-identity). At the desired collection, assign this UAMI to the **Collection admin**, **Data source admin**, and **Data curator** roles. Alternately, you can apply the UAMI at the root collection/account level. All collections would inherit these role assignments by default.
 
@@ -43,9 +43,9 @@ Assign roles to your users using effective role-based access control (RBAC). The
 
 When creating an Azure Operator Insights Data Product, select the **Advanced** tab and enable Purview.
 
-:::image type="content" source="media/purview-setup/data-product-purview.png" alt-text="A screenshot of the Advanced tab on Create a data product page in Azure Operator Insights.":::
+:::image type="content" source="media/purview-setup/data-product-purview.png" alt-text="A screenshot of the Advanced tab on Create a Data Product page in Azure Operator Insights.":::
 
-Select **Select Purview Account** to provide the required values to populate a Purview collection with data product details.
+Select **Select Purview Account** to provide the required values to populate a Purview collection with Data Product details.
 - **Purview account name** - When you select your subscription, all Purview accounts in that subscription are available. Select the account you created.
 - **Purview collection ID** - The five-character ID visible in the URL of the Purview collection. To find the ID, select your collection and the collection ID is the five characters following `?collection=` in the URL. In the following example, the Investment collection has the collection ID *50h55*.
 
@@ -122,11 +122,11 @@ When the Data Product creation process is complete, you can see the catalog deta
 > [!NOTE]
 > The Microsoft Purview integration with Azure Operator Insights Data Products only features the Data catalog and Data map of the Microsoft Purview compliance portal.
 
-Select **Assets** to view the data product catalog and to list all assets of your data product.
+Select **Assets** to view the Data Product catalog and to list all assets of your Data Product.
 
 :::image type="content" source="media/purview-setup/data-product-assets.png" alt-text="A screenshot of Data Product assets in Purview":::
 
-Select **Assets** to view the asset catalog of your data product. You can filter by the data source type for the asset type. For each asset, you can display properties, a list of owners (if applicable), and the related assets.
+Select **Assets** to view the asset catalog of your Data Product. You can filter by the data source type for the asset type. For each asset, you can display properties, a list of owners (if applicable), and the related assets.
 
 :::image type="content" source="media/purview-setup/data-product-assets-collection.png" alt-text="A screenshot of Data Product assets in Purview collection.":::
 
diff --git a/articles/operator-insights/rotate-secrets-for-ingestion-agent.md b/articles/operator-insights/rotate-secrets-for-ingestion-agent.md
@@ -8,7 +8,7 @@ ms.service: operator-insights
 ms.topic: how-to
 ms.date: 02/29/2024
 
-#CustomerIntent: As a someone managing an agent that has already been set up, I want to rotate its secrets so that data products in Azure Operator Insights continue to receive the correct data.
+#CustomerIntent: As a someone managing an agent that has already been set up, I want to rotate its secrets so that Data Products in Azure Operator Insights continue to receive the correct data.
 ---
 # Rotate secrets for Azure Operator Insights ingestion agents
 
diff --git a/articles/operator-insights/set-up-ingestion-agent.md b/articles/operator-insights/set-up-ingestion-agent.md
