Summary and recommendation
Weights & Biases supports native SCIM 2.0 provisioning, but only on Enterprise plans that typically cost $315-400 per user per month. For teams on Pro plans ($50-150/user/month), upgrading to Enterprise solely for automated provisioning represents a 2-3x cost increase. For a 50-person ML team, that's $159,000-240,000 in additional annual licensing costs—often for enterprise features beyond what research teams need.
This pricing barrier forces many ML teams to rely on manual user management, creating significant operational overhead as team members join projects, switch between experiments, or leave the organization. Without automated provisioning, IT teams face compliance gaps and security risks from orphaned accounts with access to sensitive ML models and datasets.
The strategic alternative
Weights & Biases gates SCIM behind Enterprise. That can unlock provisioning, but it still does not complete the offboarding, access review, or license workflow across the rest of your stack. Stitchflow builds and maintains the IT workflows your team still runs manually, across every app, including the ones without APIs.
Quick SCIM facts
| SCIM available? | Yes |
| SCIM tier required | Enterprise |
| SSO required first? | No |
| SSO available? | Yes |
| SSO protocol | SAML 2.0 |
| Documentation | Not available |
Supported identity providers
| IdP | SSO | SCIM | Notes |
|---|---|---|---|
| Okta | ✓ | ✓ | OIN app with full provisioning |
| Microsoft Entra ID | ✓ | ✓ | Gallery app with SCIM |
| Google Workspace | ✓ | JIT only | SAML SSO with just-in-time provisioning |
| OneLogin | ✓ | ✓ | Supported |
The cost of not automating
Without SCIM (or an alternative like Stitchflow), your IT team manages Weights & Biases accounts manually. Here's what that costs:
The Weights & Biases pricing problem
Weights & Biases gates SCIM provisioning behind premium plans, forcing significant cost increases for basic user management.
Plan Structure
| Plan | Price | SSO | SCIM |
|---|---|---|---|
| Pro | $50-150/user/mo (usage-based) | ||
| Enterprise | $315-400/seat/mo (typical) |
Note: Pro tier pricing varies based on compute usage and storage. Enterprise pricing is custom but typically ranges $315-400 per seat monthly based on reported contracts.
What this means in practice
Using typical Enterprise pricing ($315/seat/mo)
| Team Size | Annual Enterprise Cost | vs. Pro Tier Premium |
|---|---|---|
| 25 users | $94,500/year | +$49,500-93,750/year |
| 50 users | $189,000/year | +$99,000-189,000/year |
| 100 users | $378,000/year | +$198,000-378,000/year |
Calculation assumes Pro tier at $50-150/user/mo vs Enterprise at $315/user/mo
Additional constraints
Summary of challenges
- Weights & Biases supports SCIM but only at Enterprise tier (Custom ($315-400/seat/mo typical))
- Google Workspace users get JIT provisioning only, not full SCIM
- Our research shows teams manually provisioning this app spend significant hidden costs annually
What the upgrade actually includes
Weights & Biases doesn't sell SCIM à la carte. It's bundled with Enterprise features at $315-400/seat/month:
Stitchflow Insight
The Enterprise plan is designed for large ML teams with complex governance needs. If you only need automated user provisioning for your data science team, you're paying for enterprise-grade ML infrastructure features you likely won't use. We estimate ~60% of Enterprise features are irrelevant for teams that simply want to sync users from their identity provider to W&B.
What IT admins are saying
Community sentiment on Weights & Biases's SCIM pricing is consistently critical. Common complaints:
- Enterprise-only SCIM forcing massive budget increases for basic provisioning
- $315-400/seat/month typical Enterprise costs vs $50-150 Pro pricing
- No middle-tier option between usage-based Pro and full Enterprise
- Having to negotiate custom Enterprise deals just for identity automation
The jump from Pro to Enterprise is brutal - we're talking 3-4x the cost per user just to get SCIM working. For a team of 20 ML engineers, that's an extra $60K+ annually.
W&B Enterprise pricing is completely disconnected from reality for mid-sized teams. We need SCIM but can't justify $300+/seat when we're paying $100/seat on Pro.
The recurring theme
Weights & Biases gates essential identity management behind Enterprise pricing that's prohibitively expensive for most ML teams, creating a painful choice between security compliance and budget reality.
The decision
| Your Situation | Recommendation |
|---|---|
| On Pro plan, need SCIM | Use Stitchflow: avoid the $200K-320K/year Enterprise jump |
| Already on Enterprise plan | Use native SCIM: you're paying for it |
| Need Enterprise features beyond SCIM | Evaluate Enterprise: SCIM comes bundled |
| Budget-conscious team with provisioning needs | Use Stitchflow: start with a free gap diagnostic, then build the workflow across every app without asking your team to own the plumbing. |
| Small ML team, infrequent user changes | Manual may work: but monitor for access drift |
The bottom line
Weights & Biases gates SCIM behind Enterprise. The upgrade may unlock provisioning, but the workflow still has to complete across the rest of your stack.
Close the Weights & Biases workflow gap
Weights & Biases gates SCIM behind Enterprise, but the bigger issue is the workflow around it. Stitchflow builds and maintains the offboarding, access review, or license workflow underneath.
Technical specifications
SCIM Version
2.0
Supported Operations
Create, Update, Deactivate, Groups
Supported Attributes
Not specifiedPlan requirement
Enterprise
Prerequisites
None
Key limitations
- SCIM requires Enterprise plan
- SSO requires Enterprise plan
- W&B Server does not support SAML (OIDC only)
- Multi-tenant SSO configured through Auth0
Documentation not available.
Close the workflow gap in
Weights & Biases
Weights & Biases gates SCIM behind Enterprise plan. That can unlock provisioning, but it still does not complete the offboarding, access review, or license workflow across your stack, and it can add a 167% markup just to get there.
Start with the free gap diagnostic
