Hugging Face Hub Google Cloud Marketplace Integration
Streamlined Billing for Enterprise AI Workflows
Hugging Face has introduced an integration with the Google Cloud Marketplace, enabling organizations to consolidate their AI infrastructure spending. By linking a Hugging Face organization to a Google Cloud account, companies can bypass individual credit card management and incorporate Hugging Face usage directly into their existing Google Cloud invoices and procurement workflows.
Scope of Coverage
This integration covers the full suite of Hugging Face services, ensuring that all metered usage is reflected in the Google Cloud billing cycle. Supported services include:
- Subscriptions: Team and Enterprise plan tiers.
- Compute Services: Pay-as-you-go costs for Jobs, Inference Endpoints, Inference Providers, GPU Spaces, and ZeroGPU quota extensions.
- Storage: Additional storage requirements beyond standard allocations.
All services are billed at standard public Hugging Face pricing.
Implementation Steps
To enable Google Cloud billing, an organization administrator must complete a three-step process:
- Marketplace Subscription: Navigate to the Hugging Face Hub listing on the Google Cloud Marketplace, select the target project, and subscribe using the desired billing account.
- Account Linking: After subscribing on Google Cloud, users are redirected to Hugging Face to select the specific organization to link. This action is restricted to users with administrative privileges.
- Approval and Activation: The Hugging Face team reviews the marketplace subscription. Once approved, the Google Cloud account becomes the primary payment method. For organizations with existing credit cards, the switch occurs at the start of the next billing period; for free-tier organizations without a credit card, the transition is immediate.
Operational Considerations
Transitioning to Google Cloud billing changes how an organization manages its financial relationship with Hugging Face:
- Payment Method Replacement: The Google Cloud account replaces any previously stored credit card. Consequently, manual credit top-ups are no longer supported.
- Credit Application: Existing Team or Enterprise subscription credits are applied to the account before any pay-as-you-go usage is reported to Google Cloud.
- Monitoring and Audit: Usage can be tracked via the Hugging Face organization billing settings or the Google Cloud Billing console. Furthermore, all linking and unlinking events are recorded in the Hugging Face organization's audit logs for compliance and transparency.