diff --git a/self-host/customize-deployment/enterprise-license-keys.mdx b/self-host/customize-deployment/enterprise-license-keys.mdx
index 29124307..7f843b69 100644
--- a/self-host/customize-deployment/enterprise-license-keys.mdx
+++ b/self-host/customize-deployment/enterprise-license-keys.mdx
@@ -1,107 +1,140 @@
---
-title: "Enterprise License Keys"
+title: "Enterprise license keys"
description: "Access enterprise features on self-hosted Lightdash instances"
-boost: 0.001
---
-๐ This page is for engineering teams self-hosting their own Lightdash instance. If you want to learn about enterprise features and pricing, go to [lightdash.com/pricing](https://lightdash.com/pricing).
+ ๐ This page is for engineering teams self-hosting their own Lightdash instance. If you want to learn about enterprise features and pricing, go to [lightdash.com/pricing](https://lightdash.com/pricing).
-Enterprise License Keys enable access to advanced Lightdash Enterprise Edition features on self-hosted instances. These features include enhanced security, performance optimizations, and advanced collaboration tools designed for large organizations.
+Enterprise license keys unlock advanced Lightdash Enterprise Edition features on self-hosted instances โ SSO, SCIM, AI agents, embedding, custom roles, service accounts, results caching, pre-aggregates, and more.
-## Getting an Enterprise License Key
+## Getting an enterprise license key
-To obtain an Enterprise License Key for your self-hosted Lightdash instance:
+To obtain an enterprise license key for your self-hosted Lightdash instance:
-1. **Contact our team** - [Schedule a call with our enterprise team](https://calendly.com/lightdash-cloud/enterprise?utm_source=docs&utm_medium=referral&utm_campaign=enterprise_licensing&utm_content=license_key_page) to discuss your requirements and get your license key.
+1. **Contact our team** โ [schedule a call with our enterprise team](https://calendly.com/lightdash-cloud/enterprise?utm_source=docs\&utm_medium=referral\&utm_campaign=enterprise_licensing\&utm_content=license_key_page) to discuss your requirements.
+2. **Receive your license key** โ the Lightdash team will share a unique license key with you (typically via 1Password).
-2. **Receive your license key** - Our team will provide you with a unique license key tailored to your organization's needs.
+## Configuring your license key
-## Configuring Your License Key
+Set the license key on every Lightdash container (backend, scheduler, and workers) via the `LIGHTDASH_LICENSE_KEY` environment variable.
-Once you have received your Enterprise License Key, you need to configure it in your Lightdash deployment.
+
+
+ ```bash theme={null}
+ LIGHTDASH_LICENSE_KEY=your-enterprise-license-key-here
+ ```
+
-### Using Environment Variables
+
+ ```yaml theme={null}
+ secrets:
+ LIGHTDASH_LICENSE_KEY: your-enterprise-license-key-here
+ ```
-Add the following environment variable to your Lightdash configuration:
+ Then update your deployment:
-```bash
-LIGHTDASH_LICENSE_KEY=your-enterprise-license-key-here
-```
+ ```bash theme={null}
+ helm upgrade lightdash lightdash/lightdash -n lightdash -f values.yaml
+ ```
+
-### Using Helm (Kubernetes)
+
+ ```yaml theme={null}
+ services:
+ lightdash:
+ environment:
+ - LIGHTDASH_LICENSE_KEY=your-enterprise-license-key-here
+ ```
+
+
-If you're deploying Lightdash on Kubernetes using Helm, add the license key to your `values.yaml` file:
+## License validation and network requirements
-```yaml
-secrets:
- LIGHTDASH_LICENSE_KEY: your-enterprise-license-key-here
-```
+On server start, Lightdash validates your enterprise license key by making an outbound HTTPS request to the [Keygen](https://keygen.sh) license validation API:
-Then update your Helm deployment:
+* **Endpoint:** `https://api.keygen.sh`
+* **Purpose:** validates the license key provided via the `LIGHTDASH_LICENSE_KEY` environment variable
+* **When:** on every Lightdash server start
-```bash
-helm upgrade lightdash lightdash/lightdash -n lightdash -f values.yaml
-```
+
+ Your Lightdash instance must be able to reach `https://api.keygen.sh` on server start. This is the only external network request **required** to run Lightdash with enterprise features. If your environment restricts outbound traffic, allowlist this endpoint in your firewall or proxy.
-### Using Docker Compose
+ If you enable the optional [organization roadmap](/self-host/customize-deployment/enable-organization-roadmap), your backend also makes outbound requests to `https://roadmap.lightdash.com` โ allowlist that domain too.
+
-For Docker Compose deployments, add the license key to your `docker-compose.yml` file:
+No external code is pulled during this process โ the request solely validates your license key and returns the validation result.
-```yaml
-services:
- lightdash:
- environment:
- - LIGHTDASH_LICENSE_KEY=your-enterprise-license-key-here
-```
+## Verifying your license
-## License validation and network requirements
+After configuring your license key and restarting Lightdash, you can verify that enterprise features are enabled by:
-On server start, Lightdash validates your Enterprise License Key by making an outbound HTTPS request to the [Keygen](https://keygen.sh) license validation API:
+1. Logging in as an admin user.
+2. Navigating to **Settings โ Organization**.
+3. Checking for the **Enterprise Edition** badge.
-- **Endpoint:** `https://api.keygen.sh`
-- **Purpose:** Validates the license key provided via the `LIGHTDASH_LICENSE_KEY` environment variable
-- **When:** On every Lightdash server start
+## Enterprise features
-
-Your Lightdash instance must be able to reach `https://api.keygen.sh` on server start. This is the only external network request **required** to run Lightdash with enterprise features. If your environment restricts outbound traffic, ensure this endpoint is allowlisted in your firewall or proxy configuration.
+A valid enterprise license key unlocks the features below. Most features are gated behind an additional environment variable that you must set to `true` before the feature becomes active. Follow each feature's documentation link for the full list of configuration options.
-If you enable the optional [organization roadmap](/self-host/customize-deployment/enable-organization-roadmap), your backend also makes outbound requests to `https://roadmap.lightdash.com` โ allowlist that domain too.
-
+### Feature flags
-No external code is pulled during this process โ the request solely validates your license key and returns the validation result.
+Set these on your Lightdash instance in addition to `LIGHTDASH_LICENSE_KEY`:
-## Verifying your license
+| Feature | Environment variable | What it enables | Documentation |
+| --------------------------------- | ---------------------------------------- | ------------------------------------------------------------------------------------------------------ | ---------------------------------------------------------------------------------------------------------------- |
+| Custom roles | `CUSTOM_ROLES_ENABLED=true` | Define custom organization and project roles with granular permissions | [Custom roles](/references/workspace/custom-roles#custom-roles) |
+| Service accounts | `SERVICE_ACCOUNT_ENABLED=true` | Machine-to-machine tokens (prefixed `ldsvc_`) with org- or project-scoped roles | [Service accounts](/references/workspace/service-accounts) |
+| SCIM provisioning | `SCIM_ENABLED=true` | Provision and deprovision users and groups from your IdP (Okta, Azure AD, OneLogin, etc.) | [SCIM integration](/references/workspace/scim-integration) |
+| AI Analyst / AI agents | `AI_COPILOT_ENABLED=true` | Natural-language querying, AI-generated charts, and AI agents | [AI Analyst](/guides/ai-agents) ยท [env vars](/self-host/customize-deployment/environment-variables#ai-analyst) |
+| Multi-agent Slack channels (Beta) | `SLACK_MULTI_AGENT_CHANNEL_ENABLED=true` | Run multiple AI agents in a single Slack channel | [Multi-agent Slack channels](/guides/ai-agents/getting-started#setting-up-a-multi-agent-slack-channel) |
+| MCP server | `MCP_ENABLED=true` | Expose Lightdash as an MCP server at `/api/v1/mcp` for AI clients | [MCP integration](/self-host/customize-deployment/configure-mcp-for-lightdash) |
+| Results caching | `RESULTS_CACHE_ENABLED=true` | Cache chart and dashboard query results in S3 to skip repeat warehouse queries | [Caching](/guides/developer/caching) ยท [env vars](/self-host/customize-deployment/environment-variables#cache) |
+| Embedding | `EMBEDDING_ENABLED=true` | Embed dashboards, charts, data apps, and AI agents into your own product | [Embedding](/references/embedding) ยท [env vars](/self-host/customize-deployment/environment-variables#embedding) |
+| Pre-aggregates | `preAggregateNatsWorker.enabled: true` | Materialize aggregated tables via a dedicated NATS worker and S3 bucket for faster dashboards | [Pre-aggregate workers](/self-host/nats-workers/pre-aggregate-workers) |
+| Data apps | See [self-hosting data apps](/guides/data-apps/self-hosting) | AI-generated React apps built in an E2B sandbox and served from an S3 bucket | [Data apps self-hosting](/guides/data-apps/self-hosting) |
+| AI writeback | `ai-writeback` feature flag | Let the AI agent open pull requests against your dbt repo to add or edit metrics | [AI writeback self-hosting](/guides/developer/ai-writeback-self-hosting) |
-After configuring your license key and restarting Lightdash, you can verify that enterprise features are enabled by:
+### Enterprise SSO providers
-1. Logging in as an admin user
-2. Navigating to Settings โ Organization
-3. Checking for the "Enterprise Edition" badge
+SSO providers such as Google Workspace are available on all plans. The following SSO providers require an enterprise license key on self-hosted instances. Configure them via environment variables โ see [Configure SSO for self-hosted Lightdash](/self-host/customize-deployment/use-sso-login-for-self-hosted-lightdash) for the full setup guide, and the [SSO env var reference](/self-host/customize-deployment/environment-variables#sso) for all options.
-## Enterprise Features
+| Provider | Required environment variables | Documentation |
+| ------------------ | ------------------------------------------------------------------------------------------------------------------------------------------ | ----------------------------------------------------------------------------------------------------------------- |
+| Okta | `AUTH_OKTA_OAUTH_CLIENT_ID`, `AUTH_OKTA_OAUTH_CLIENT_SECRET`, `AUTH_OKTA_OAUTH_ISSUER`, `AUTH_OKTA_DOMAIN` | [Okta SSO](/self-host/customize-deployment/use-sso-login-for-self-hosted-lightdash#okta) |
+| Azure AD | `AUTH_AZURE_AD_OAUTH_CLIENT_ID`, `AUTH_AZURE_AD_OAUTH_CLIENT_SECRET`, `AUTH_AZURE_AD_OAUTH_TENANT_ID` | [Azure AD SSO](/self-host/customize-deployment/use-sso-login-for-self-hosted-lightdash#azure-ad) |
+| OneLogin | `AUTH_ONE_LOGIN_OAUTH_CLIENT_ID`, `AUTH_ONE_LOGIN_OAUTH_CLIENT_SECRET`, `AUTH_ONE_LOGIN_OAUTH_ISSUER` | [OneLogin SSO](/self-host/customize-deployment/use-sso-login-for-self-hosted-lightdash#one-login) |
+| Generic OpenID Connect | `AUTH_OIDC_CLIENT_ID`, `AUTH_OIDC_CLIENT_SECRET`, `AUTH_OIDC_METADATA_DOCUMENT_URL` | [OpenID Connect](/self-host/customize-deployment/use-sso-login-for-self-hosted-lightdash#openid-connect) |
+| Snowflake OAuth (warehouse sign-in) | `SNOWFLAKE_OAUTH_CLIENT_ID`, `SNOWFLAKE_OAUTH_CLIENT_SECRET`, `SNOWFLAKE_OAUTH_AUTHORIZATION_ENDPOINT`, `SNOWFLAKE_OAUTH_TOKEN_ENDPOINT` | [Snowflake OAuth](/self-host/customize-deployment/use-sso-login-for-self-hosted-lightdash) |
+| Databricks OAuth (warehouse sign-in) | `DATABRICKS_OAUTH_CLIENT_ID`, `DATABRICKS_OAUTH_CLIENT_SECRET`, `DATABRICKS_OAUTH_AUTHORIZATION_ENDPOINT`, `DATABRICKS_OAUTH_TOKEN_ENDPOINT` | [Databricks OAuth](/self-host/customize-deployment/use-sso-login-for-self-hosted-lightdash) |
-With a valid Enterprise License Key, you'll have access to:
+Additional SSO-related options:
-- **Advanced authentication** - Enhanced SSO options and security controls
-- **Extended analytics** - Additional usage analytics and monitoring capabilities
-- **Priority support** - Direct access to our enterprise support team
-- **Advanced customization** - Additional configuration options for large deployments
-- **Performance optimizations** - Features designed for high-scale deployments
+* `AUTH_DISABLE_PASSWORD_AUTHENTICATION=true` โ recommended for enterprise deployments to force SSO-only sign-in.
+* `AUTH_ENABLE_GROUP_SYNC=true` โ sync groups from the IdP to Lightdash groups.
+* `AUTH_ENABLE_OIDC_TO_EMAIL_LINKING=true` โ **required when using SCIM alongside SSO** so SSO sign-ins link to SCIM-provisioned users.
+
+
+ You can [search "enterprise" on the environment variables reference](/self-host/customize-deployment/environment-variables) to see every variable that requires an enterprise license key.
+
## Troubleshooting
If enterprise features are not available after configuring your license key:
-1. Verify the license key is correctly set in your environment variables
-2. Ensure Lightdash has been restarted after adding the license key
-3. Confirm your server can reach `https://api.keygen.sh` (required for license validation)
-4. Check the Lightdash logs for any license-related error messages
-5. Contact our [enterprise support team](https://calendly.com/lightdash-cloud/enterprise) for assistance
-
-## Related Documentation
-
-- [Environment Variables Reference](/self-host/customize-deployment/environment-variables)
-- [Self-Host Lightdash](/self-host/self-host-lightdash)
-- [Lightdash Cloud vs Self-Hosted](/self-host/lightdash-cloud-vs-self-hosted)
+1. Verify `LIGHTDASH_LICENSE_KEY` is set on **every** Lightdash container (backend, scheduler, workers).
+2. Ensure Lightdash has been restarted after adding the license key.
+3. Confirm the corresponding feature flag environment variable is set (for example, `AI_COPILOT_ENABLED=true` for the AI Analyst).
+4. Confirm your server can reach `https://api.keygen.sh` (required for license validation).
+5. Check the Lightdash logs for any license-related error messages.
+6. Contact our [enterprise support team](https://calendly.com/lightdash-cloud/enterprise) for assistance.
+
+## Related documentation
+
+* [Enterprise on-prem setup](/self-host/enterprise-on-prem)
+* [Production deployment checklist](/self-host/production-deployment-checklist)
+* [Environment variables reference](/self-host/customize-deployment/environment-variables)
+* [Configure SSO for self-hosted Lightdash](/self-host/customize-deployment/use-sso-login-for-self-hosted-lightdash)
+* [Self-host Lightdash](/self-host/self-host-lightdash)
+* [Lightdash Cloud vs. self-hosted](/self-host/lightdash-cloud-vs-self-hosted)