# Data products Data products In Amazon SageMaker Unified Studio, data producers can group data assets into well-defined, self-contained packages called *data products* that are tailored for specific business use cases. Using cohesive, business-aligned data products enhances both the publishing and the subscription processes. Data consumers can identify interconnected data assets by searching for and finding them as a single unit. This approach reduces the time and effort required to find all relevant information and lowers the risk of missing important data. Also, data products simplify access to data with a single request by implementing a unified access model. This eliminates the need for multiple permissions, thereby speeding up the initiation of data analysis. By cataloging assets as data products, data producers reduce administrative overhead by enabling metadata and access control management at the data product level, rather than individually. The ability to surface these purpose-built grouped assets for consumption makes access governance and data utilization more efficient, ensuring it aligns with business goals and is easily accessible for its intended use. Data governance teams can monitor consumption rates for these data products, providing valuable insights into data literacy maturity. For more information, see [Amazon SageMaker Unified Studio terminology and concepts](concepts.md). **Topics** + [ # Create new data products in Amazon SageMaker Unified Studio ](create-new-data-product.md) + [ # Publish data products in Amazon SageMaker Unified Studio ](publish-data-product.md) + [ # Edit data products in Amazon SageMaker Unified Studio ](edit-data-product.md) + [ # Unpublish data products in Amazon SageMaker Unified Studio ](unpublish-data-product.md) + [ # Delete data products in Amazon SageMaker Unified Studio ](delete-data-product.md) + [ # Subscribe to a data product in Amazon SageMaker Unified Studio ](subscribe-data-product.md) + [ # Review a subscription request and grant a subscription to a data product in Amazon SageMaker Unified Studio ](review-grant-subscription-to-data-product.md) + [ # Republish data products in Amazon SageMaker Unified Studio ](republish-data-product.md) # Create new data products in Amazon SageMaker Unified Studio Create new data products Amazon SageMaker Unified Studio enables data producers to group data assets into well-defined, self-contained packages called data products that are tailored for specific business use cases. For more information, see [Amazon SageMaker Unified Studio terminology and concepts](concepts.md). Any Amazon SageMaker Unified Studio user with the required permissions can create a Amazon SageMaker Unified Studio data product. To create a new data product complete the following steps. 1. Navigate to Amazon SageMaker Unified Studio using the URL from your admin and log in using your SSO or AWS credentials. 1. Navigate to the project in which you'd like to create a data product. You can do this by using the center menu at the top of the page and choosing **Browse all projects**, then choosing the name of the project that you want to navigate to. 1. Under **Project catalog**, choose **Assets**. 1. Expand the **Create** menu and then choose **Create data product**. 1. In the **Create new data product** page, complete the following steps. 1. Specify the name and the description for the data product 1. Choose **Select assets** to add various assets to your data product. 1. In the **Select assets** pop-up window, choose **Choose** next to the assets that you want to add to this data product. 1. Choose **Choose** at the bottom of the pop-up window. 1. To complete creating the data product, choose **Create**. # Publish data products in Amazon SageMaker Unified Studio Publish data products Amazon SageMaker Unified Studio enables data producers to group data assets into well-defined, self-contained packages called data products that are tailored for specific business use cases. For more information, see [Amazon SageMaker Unified Studio terminology and concepts](concepts.md). Any Amazon SageMaker Unified Studio user with the required permissions can publish an Amazon SageMaker Unified Studio data product. To publish a data product complete the following steps. 1. Navigate to Amazon SageMaker Unified Studio using the URL from your admin and log in using your SSO or AWS credentials. 1. Navigate to the project that contains the data product that you want to publish. You can do this by using the center menu at the top of the page and choosing **Browse all projects**, then choosing the name of the project that you want to navigate to. 1. Under **Project catalog**, choose **Assets**. 1. Choose the **Inventory** tab, and then choose the **Data products** filter. This displays existing data products in the project inventory. 1. Choose the data product that you want to publish. This opens the data product details page. 1. Choose **Publish**. Confirm the publishing of this data product by choosing **Publish data product**. **Note** Any unpublished data assets that are in this data product will become published, but will only be available through this data product. # Edit data products in Amazon SageMaker Unified Studio Edit data products Amazon SageMaker Unified Studio enables data producers to group data assets into well-defined, self-contained packages called data products that are tailored for specific business use cases. For more information, see [Amazon SageMaker Unified Studio terminology and concepts](concepts.md). Any Amazon SageMaker Unified Studio user with the required permissions can edit an Amazon SageMaker Unified Studio data product. To edit a data product complete the following steps. 1. Navigate to Amazon SageMaker Unified Studio using the URL from your admin and log in using your SSO or AWS credentials. 1. Navigate to the project that contains the data product that you want to edit. You can do this by using the center menu at the top of the page and choosing **Browse all projects**, then choosing the name of the project that you want to navigate to. 1. Under **Project catalog**, choose **Assets**. 1. Choose the **Inventory** tab, and then choose the **Data products** filter. This displays existing data products in the project inventory. 1. Choose the data product that you want to edit. As part of editing a data product, you can do the following: + Choose **Create README** to add a README that will help users understand the page better. + Choose **Add terms** to add glossary terms. Make your selections of glossary terms in the **Add terms** window and then choose **Add terms**. + Choose **Add metadata form** and then select your form in the **Add metadata form** window and choose **Add**. + Expand **Actions**, choose **Edit**, make your edits to the name and description of the data product, and then choose **Update**. + On the **Assets** tab, remove one of the existing assets in the data product by choosing that asset, then expanding the three-dot action icon and choosing **Remove asset**. Confirm the asset removal by choosing **Remove** in the **Remove asset** pop-up window. When you republish, this asset will be removed from all subscribers to this data product. + On the **Assets** tab, add a new asset to the data product by choosing the **Add** button and then selecting one or more assets to be added to the data product. # Unpublish data products in Amazon SageMaker Unified Studio Unpublish data products Amazon SageMaker Unified Studio enables data producers to group data assets into well-defined, self-contained packages called data products that are tailored for specific business use cases. For more information, see [Amazon SageMaker Unified Studio terminology and concepts](concepts.md). Any Amazon SageMaker Unified Studio user with the required permissions can unpublish an Amazon SageMaker Unified Studio data product. To unpublish a data product complete the following steps. 1. Navigate to Amazon SageMaker Unified Studio using the URL from your admin and log in using your SSO or AWS credentials. 1. Navigate to the project that contains the data product that you want to unpublish. You can do this by using the center menu at the top of the page and choosing **Browse all projects**, then choosing the name of the project that you want to navigate to. 1. Under **Project catalog**, choose **Assets**. 1. Choose the **Inventory** tab, and then choose the **Data products** filter. This displays existing data products in the project inventory. 1. Choose the data product that you want to unpublish. This opens the data product details page. 1. Expand **Actions** and choose **Unpublish**. Confirm the unpublishing of this data product by choosing **Unpublish**. **Note** Unpublishing a data product has the following effects: This data product will no longer be available to view or to subscribe to. Any data assets that are only available through this data product will no longer be available. All active subscriptions to this data product will remain. Any individually published data assets will not be affected. # Delete data products in Amazon SageMaker Unified Studio Delete data products Amazon SageMaker Unified Studio enables data producers to group data assets into well-defined, self-contained packages called data products that are tailored for specific business use cases. For more information, see [Amazon SageMaker Unified Studio terminology and concepts](concepts.md). Any Amazon SageMaker Unified Studio user with the required permissions can delete an Amazon SageMaker Unified Studio data product. To delete a data product complete the following steps. 1. Navigate to Amazon SageMaker Unified Studio using the URL from your admin and log in using your SSO or AWS credentials. 1. Navigate to the project that contains the data product that you want to delete. You can do this by using the center menu at the top of the page and choosing **Browse all projects**, then choosing the name of the project that you want to navigate to. 1. Under **Project catalog**, choose **Assets**. 1. Choose the **Inventory** tab, and then choose the **Data products** filter. This displays existing data products in the project inventory. 1. Choose the data product that you want to delete. 1. Expand **Actions** and choose **Delete**. Confirm the deletion of this data product by typing `delete` in the text field and then choosing **Delete**. **Note** Deleting a data product has the following effects: The data product will no longer be available to publish, view, or subscribe to. Any data assets that are only available through this data product will no longer be visible in the data catalog. They will not be deleted from your inventory assets. # Subscribe to a data product in Amazon SageMaker Unified Studio Subscribe to a data product Amazon SageMaker Unified Studio enables data producers to group data assets into well-defined, self-contained packages called data products that are tailored for specific business use cases. For more information, see [Amazon SageMaker Unified Studio terminology and concepts](concepts.md). Any Amazon SageMaker Unified Studio user with the required permissions can subscribe to an Amazon SageMaker Unified Studio data product. To subscribe to a data product, complete the following steps. 1. Navigate to Amazon SageMaker Unified Studio using the URL from your admin and log in using your SSO or AWS credentials. 1. Navigate to the **Discover** menu in the top navigation bar. 1. Choose **Data catalog**. 1. Choose **Browse data products**. 1. Find the data product to which you want to subscribe and then choose that data product. 1. On the data product details page, choose **Subscribe**. 1. Specify the project and the reason for requesting a subscription. Then choose **Request**. When the owning project grants the subscription request, you will be subscribed to the data product. # Review a subscription request and grant a subscription to a data product in Amazon SageMaker Unified Studio Review a subscription request and grant a subscription to a data product Amazon SageMaker Unified Studio enables data producers to group data assets into well-defined, self-contained packages called data products that are tailored for specific business use cases. For more information, see [Amazon SageMaker Unified Studio terminology and concepts](concepts.md). The owning project of the data product can review and grant the subscription to an Amazon SageMaker Unified Studio data product. To review a subscription request and grant or reject a subscription to a data product, complete the following steps: 1. Navigate to Amazon SageMaker Unified Studio using the URL from your admin and log in using your SSO or AWS credentials. 1. Navigate to the project that contains the data product that has a subscription request. You can do this by using the center menu at the top of the page and choosing **Browse all projects**, then choosing the name of the project that you want to navigate to. 1. Under **Project catalog**, choose **Assets**. 1. Choose the **Inventory** tab, and then choose the **Data products** filter. This displays existing data products in the project inventory. 1. Choose the data product that has a subscription request. 1. Choose the **Subscription requests** tab. 1. Locate the request that you want to review and then choose **View request**. 1. In the **Subscription request** window, type in a decision comment. Then choose either **Approve** or **Reject**. # Republish data products in Amazon SageMaker Unified Studio Republish data products Amazon SageMaker Unified Studio enables data producers to group data assets into well-defined, self-contained packages called data products that are tailored for specific business use cases. For more information, see [Amazon SageMaker Unified Studio terminology and concepts](concepts.md). Any Amazon SageMaker Unified Studio user with the required permissions can republish an Amazon SageMaker Unified Studio data product. To republish a data product complete the following steps. 1. Navigate to Amazon SageMaker Unified Studio using the URL from your admin and log in using your SSO or AWS credentials. 1. Navigate to the project that contains the data product that you want to edit. You can do this by using the center menu at the top of the page and choosing **Browse all projects**, then choosing the name of the project that you want to navigate to. 1. Under **Project catalog**, choose **Assets**. 1. Choose the **Inventory** tab, and then choose the **Data products** filter. This displays existing data products in the project inventory. 1. Choose the data product that you want to republish. 1. Make the desired edits to the data product. For more information, see [Edit data products in Amazon SageMaker Unified Studio](edit-data-product.md). 1. On the data product's details page, choose **Re-publish**. Confirm this action by choosing **Re-publish data product** in the **Re-publish data product** pop-up window. **Note** Republishing this data product will update the following for all subscribers: If assets have been removed from the data product, subscribers will no longer have access to these assets. If assets have been added to the data product, subscribers will get access to these assets. New published versions of data assets will be available.