The Simplest Way to Make Clutch and Domino Data Lab Work Like They Should
A familiar scene: an engineer waits for data access approval that should take seconds. Instead, it drags on for hours. The analysis sits idle, infrastructure feels locked, and everyone blames “process.” That friction is exactly what Clutch and Domino Data Lab can eliminate when they run in sync.
Clutch, an open-source internal developer platform from Lyft, gives teams self-service access to their own infrastructure. Domino Data Lab powers reproducible data science across secure environments. Alone, they each solve painful workflow problems. Together, they transform controlled chaos—permissions, environments, and versioned experiments—into a predictable pipeline.
Clutch provides automated workflows for operations like creating databases or renewing certificates with RBAC baked in. Domino centralizes data experiments and models, ensuring compliance and lineage. Wire them together correctly and the handoff between infrastructure and data teams stops being bureaucratic. It becomes policy-driven automation.
To integrate, treat Clutch as the trusted gatekeeper for infrastructure actions and Domino as the compute layer that runs authorized workloads. Identity flows through OIDC or SAML—Okta or Azure AD work fine—so that every request carries the same verified identity across both. When an engineer launches a new Domino workspace, Clutch checks RBAC rules and spins up the right resources without manual approval. Logs stay unified, policies stay auditable, and nobody needs to guess who owns a dataset.
When setting this up, align roles between Clutch’s workflows and Domino’s project-level access control. Map service accounts to data projects using least-privilege principles. Rotate credentials automatically with AWS Secrets Manager or Vault rather than hardcoding anything. It keeps both platform states consistent without exposing tokens.
Key benefits:
- Faster provisioning, fewer tickets for infrastructure or data tools
- Continuous compliance with enterprise identity standards
- Centralized logging that actually makes audit trails readable
- Better collaboration between DevOps and data science
- Reduced risk of misconfigured access and duplicate environments
For the developer experience, this integration replaces waiting with action. Data scientists can spin up validated environments instantly. Engineers can patch resources confidently, knowing policies follow every request. The result is higher velocity and fewer Slack messages asking, “Can you grant me access?”
AI automation fits naturally here. An internal copilot can trigger Domino experiments or Clutch workflows safely through the same identity chain. That means chatbot-triggered infrastructure changes still meet SOC 2 and IAM requirements. Guardrails, not chaos.
Platforms like hoop.dev turn those access rules into enforcement guardrails that live across cloud edges. Developers configure identity once, hoop.dev enforces it everywhere—no scripts, no manual policy stitching.
How do I connect Clutch and Domino Data Lab?
Use Clutch as your orchestration layer, pass identity tokens through OIDC to Domino, then configure resource templates that match your data workspace patterns. This keeps identity consistent and eliminates manual provisioning steps.
When done right, Clutch handles the knobs and Domino runs the compute. Automation replaces emails. Access replaces waiting. Finally, your infrastructure feels as data-driven as the science on top of it.
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.