Your data scientists just asked for a clean sandbox to experiment with new models. Your DevOps team sighed, knowing it meant another round of tickets, IAM roles, and half a day matching policies. That is the moment to reach for Crossplane Domino Data Lab.
Crossplane brings cloud resources under Kubernetes-style control, while Domino Data Lab provides a governed environment for enterprise data science. Together they create a pipeline that lets teams provision research environments with the same reliability as production, only faster and safer. Instead of clicking through dashboards, you define the entire stack as code and hand over reproducible access that respects organizational guardrails.
When you integrate Domino Data Lab with Crossplane, the workflow revolves around identity and automation. Crossplane’s providers manage infrastructure as custom Kubernetes resources across AWS, Azure, and GCP. Domino handles user workspaces, collaboration, and compliance. Joining the two means every data project maps cleanly to corresponding infrastructure objects, with Crossplane enforcing policy and Domino tracking lineage. The payoff is a single control plane for both compute and compliance.
To wire it up properly, tie your identity provider—Okta, Azure AD, or anything OIDC-compliant—to both platforms. Map Domino project roles to Kubernetes service accounts managed by Crossplane. Rotate secrets through external secret stores, and let Crossplane reconcile states automatically. The result: no one stores keys in notebooks, and ops teams sleep better.
A few best practices make this setup sing:
- Keep environment definitions versioned and peer-reviewed just like code.
- Use labels and annotations in Crossplane to reflect Domino project metadata.
- Enforce least privilege through IAM roles established at Crossplane composition level.
- Periodically validate resource drift to confirm auditing tools see the same picture.
- Document handoff points between MLOps and platform teams to cut friction during approvals.
Benefits of the Crossplane Domino Data Lab pairing:
- Faster environment provisioning measured in minutes instead of hours.
- Predictable security boundaries because policy lives in code.
- Cleaner audit trails aligning with SOC 2 and ISO 27001 requirements.
- Less human error since everything is automatically reconciled.
- Happier developers and data scientists who spend more time building, less time waiting.
For daily developer speed, this integration removes almost all manual overhead. Requesting a new training cluster or tweaking storage no longer requires a Slack chase. Domino surfaces the workspace request, Crossplane builds it from a manifest, and the developer gets usable infrastructure before coffee cools.
AI workflows make this approach even more valuable. As teams plug large models or agents into production data, governance becomes non‑negotiable. Automated provisioning via Crossplane keeps environments isolated and traceable, while Domino provides visibility into who ran what and where every dataset lives.
Platforms like hoop.dev turn those access rules into guardrails that enforce policy automatically. It translates intent—who can do what—into live, auditable enforcement across your endpoints. The combination simplifies compliance without slowing experimentation.
How do I connect Crossplane and Domino Data Lab?
Connect Domino’s workspace provisioning API to Kubernetes using Crossplane compositions. Authenticate with your OIDC provider, reference required cloud resources as Crossplane claims, and let Domino trigger deployments based on project templates.
What is the main advantage of Crossplane Domino Data Lab integration?
It unifies infrastructure automation and data science governance. Teams gain self-service resource creation, consistent permissions, and a single version of truth for every environment.
Clean, fast, auditable automation: that is what good infrastructure feels like when Crossplane and Domino Data Lab work together.
See an Environment Agnostic Identity-Aware Proxy in action with hoop.dev. Deploy it, connect your identity provider, and watch it protect your endpoints everywhere—live in minutes.