Use DevOps for release management

This guide outlines the steps to set up a release management process using DevOps, Marketplace, and spaces. Assuming you have already established a workflow in your development environment, these instructions below aim to guide you through the process of setting up additional environments and deploying your existing workflow into these new settings.

1. Set up environments using spaces

Use spaces in the Palantir platform for environments. Create one space per environment that you need. For example, you can create Development, Test, and Production spaces. All resources and projects in the Palantir platform exist within a space, so the current space that your resources are in can be used as your Development space. If you would like to use that current space as your Development space, you only need to create additional Test and Production spaces.

Refer to documentation on spaces to learn how to create and configure spaces.

Multiple workflows can exist within a space, and resources can be shared across them.

If the ability to create a space is disabled on your enrollment, contact Palantir Support to create a new space.

2. Package resources into products

Use DevOps to package resources from your development environment into products. You can package your workflow into one or more products. A typical split might look like:

  • Datasource product containing data connection resources.
  • Ontology product containing object types and their backing datasets, and generic Actions and Functions.
  • One or more Use case products containing Workshop modules, and workflow-specific Actions and Functions.

Package created from various Foundry resources in a development environment.

Review our guide on how to create a product.

In general, it is best practice to package an entire Project as a product to maintain a 1:1 relationship between Projects and products. This simplifies the process of determining the appropriate product for a resource.

Ontology entities are not part of any Project. Consider the following guidance when deciding where to package object types, link types, action types, and functions:

  • Object types should be packaged in the product where the backing dataset is packaged.

  • Out of the two object types used in a link type, the link type should be packaged in the product as the object type that is most downstream. For example, given a use case product called Logistics Use Case with an object type called Truck which has a link to the Plant object type in the Core Ontology product, the link type should be packaged in the Logistics Use Case product. In this situation, we can say that the Logistics Use Case product sits downstream of the Core Ontology product, and that the Core Ontology product sits upstream of the Use Case X product. If both object types are in the same product, then package the link type in that product as well.

    For uses cases that have links to the same object type, package the object type in the downstream use case.

  • For action types, consider the following:

    • Action types are usually implicitly associated with a use case. In these cases, you should package the action type in the relevant use case product. For example, if the Reroute Truck action type is used by applications in the Logistics Use Case, package the action type with the use case.
    • Action types can be backed by Functions. In these cases, the action type will have a dependency on the Function that backs it. Package the action type in the same product as the Function that backs it.
    • An action type may be used in multiple use cases that are packaged in separate products. In these cases, you can factor out the common functionality, such as the action types and potentially the Functions that back them, into their own product or into a core Ontology product.
  • Functions should be packaged within the same product as the source that produces them, such as the functions code repository or logic resource.

Guidance on packaging multiple Projects

Workflows often rely on resources across multiple Projects, the same applies when Projects are packaged into products: the Products compose together because the resources packaged in one product can be used as the inputs for products that sit downstream. This means you can release manage larger workflows across multiple Projects. For example, you can package a data source product, a core Ontology product, and multiple use case products. Use case products will likely contain Workshop applications or other resources that rely on object types that will be part of the core Ontology product. In this situation, the use case products will require those object types as inputs and those inputs will be satisfied by the core Ontology product.

Package the relevant Projects into products. The products should compose together, so that the contents of one product can satisfy the inputs of downstream products.

Diagram for linked products.

Learn more about linked products.

3. Release manage your products

Once your Projects have been packaged into products, you can now install these products into your second environment. In a release management process with Development, Test, and Production environments, this would be the Test environment. Learn more about installing a product through Marketplace.

A package that is created in the development environment and installed in the production environment.

Repeat this process for every subsequent environment. After installing a product in an environment, you can automate upgrades by customizing your installation settings. Additional customizations, such as release channels and maintenance windows can also be configured during the initial installation.

Guidance on installing multiple products

If you are installing more than one product at a time, take into account the ordering of products when doing this. Upstream products need to be installed before their downstream dependencies. When you install downstream products, their inputs should typically be satisfied by resources in the same environment, for example, use resources from your Test environment as inputs to the Test environment installations, and similarly for other environments.

The linked products feature will show you which products satisfy each other’s inputs when packaging.

Installation of linked products.