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Focus: Learn how to publish your Data & AI Apps, configure deployment options, and manage access controls for different user groups. Publishing your Data & AI App makes it available to users and configures how it runs in production. You can choose from multiple deployment options and set up access controls to ensure your application is available to the right users at the right time.

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Publishing workflow

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Access the publish dialog

To publish your app, navigate to the Manage Apps section and click the three-dots menu next to your application, then select Publish: Publish Menu Option This opens the Publish app dialog where you can configure all deployment settings: Publish App Dialog

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App configuration

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Basic app settings

Configure the essential settings for your published application: App emoji:
  • Select an emoji that represents your application
  • This appears in the navigation and app listings
  • Choose something that users will easily recognize
App name:
  • Enter the display name for your application
  • This is what users will see in the navigation
  • Use clear, descriptive names that indicate the app’s purpose
Branch:
  • Select which Git branch to deploy from
  • Typically main or master for production deployments
  • You can use different branches for different environments

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Technical configuration

Python version:
  • Select the Python version for your application
  • Choose based on your app’s requirements and dependencies
  • Common options include Python 3.8.20, 3.9.23, 3.10.18, 3.11.13, 3.12.11, and 3.13.4
Compute profile:
  • Configure the compute resources for your application
  • Options range from basic to high-performance configurations
  • Choose based on your app’s computational needs and expected usage
  • Custom profiles: Create and manage custom compute profiles from Settings → Compute Profiles in the platform
Compute Profile Configuration

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Deployment options

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Understanding deployment types

Choose the deployment option that best fits your use case: Deployment Options
  • Always-on
  • Scheduled
  • On-demand
Best for: Production applications with consistent usageCharacteristics:
  • Application runs continuously
  • Immediate access for users
  • Higher resource costs but better user experience
  • Suitable for mission-critical applications
Use cases:
  • Production dashboards and reports
  • Customer-facing applications
  • Real-time monitoring tools
  • Applications requiring immediate availability

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Access control and permissions

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Role-based access control

Configure who can access your application using role-based permissions: Access Control Configuration

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Permission best practices

Principle of least privilege

Minimal accessGrant only the minimum permissions necessary for users to perform their tasks.

Regular reviews

Access auditsRegularly review and update access permissions as roles change.

Clear documentation

Permission trackingDocument who has access to what and why for compliance purposes.

Testing access

Verify permissionsTest access controls to ensure they work as expected.

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Publishing process

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Step-by-step publishing

1

Configure app settings

Set your app name, emoji, branch, and environment
2

Select compute profile

Choose appropriate compute resources for your application
3

Choose deployment option

Select on-demand, always-on, or scheduled deployment
4

Configure access control

Set up view and edit permissions for different user roles
5

Review and publish

Review all settings and click Publish to deploy your application

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Post-publishing

After publishing, your application will:
  1. Appear in navigation - Users with view permissions will see the app in their left navigation
  2. Be accessible - The app will be available based on your deployment configuration
  3. Show in Manage Apps - You can monitor and manage the app from the Manage Apps interface
  4. Display status - The app status will show as “Published” in the apps list

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Managing published apps

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App status management

Published apps:
  • Visible to users with appropriate permissions
  • Accessible based on deployment configuration
  • Can be managed through the Manage Apps interface
Unpublished apps:
  • Not visible to regular users
  • Still accessible to Admin users and users with Global edit access
  • Can be republished at any time

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Edit app details

You can modify app settings after publishing by clicking Edit details from the three-dots menu. This opens the same configuration dialog as publishing, allowing you to:
  • Update app settings and configuration
  • Change deployment options
  • Modify access permissions
  • Update compute profiles

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Unpublishing apps

To unpublish an app:
  1. Go to the Manage Apps interface
  2. Click the three-dots menu next to your app
  3. Select Unpublish (this option appears for published apps)
  4. Confirm the unpublishing action
Unpublished apps remain accessible to Admin users and users with Global edit access, but are hidden from regular users.

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Troubleshooting

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Common publishing issues

Issue: App fails to publishSolutions:
  • Check that all required fields are filled out
  • Verify the selected branch exists and contains valid code
  • Ensure compute profile is appropriate for your app
  • Check for any configuration errors or conflicts
Issue: App takes too long to startSolutions:
  • Consider upgrading to a higher compute profile
  • Optimize your app’s startup time and dependencies
  • Use always-on deployment for frequently accessed apps
  • Review and optimize your requirements.txt
Issue: Users cannot access the published appSolutions:
  • Verify user roles and permissions are correctly configured
  • Check that users have the appropriate view permissions
  • Ensure the app is published and not unpublished
  • Verify deployment configuration is correct