INFRAHUB FOR AI DATA CENTERS

Design your AI data center once. Deploy it over and over, identically every time.

AI data centers represent some of the largest, most capital-intensive infrastructure investments in the world. Accelerate your time to market with Infrahub. 

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Deploy at speed

Infrahub automatically builds data center components from your design—literally in minutes.

Hit launch dates and reach ROI sooner.

Identical, every time.

Every site is generated in the same way from the same validated design.

No variation, no one-offs, no drift risk, no technical debt.

Day 2 included

Design intent is stored with the infrastructure it produces. The same automation that deploys can also operate and expand.

Lifecycle management is built in.

“Every engineer, despite having config templates, creates one-offs or slight differences depending on who did the copy and paste. My biggest problems are config drift and speed of deployment. This year we're scoped to deploy 40 data center buildings, and we can't do that [without Infrahub].”

— Principal Network Engineer, Hyperscale Colocation Provider

concentric circles made of colorful lines
concentric circles made of colorful lines

Model anything, no plugins required

Out of the box, Infrahub’s flexible schema can model anything in your data center, from EVPN/VXLAN overlays, BGP underlays, and physical cabling to optical interconnects, GPU cluster topologies, and backend fabrics like InfiniBand and RoCEv2.

  • Define your own design hierarchy: Your schema reflects how your organization builds, not how a vendor assumes you build.
  • Cover the full stack: Front-end and backend fabrics, optical interconnects, and GPU cluster topologies are all first-class data objects.
  • Query relationship data: Traverse pods, racks, BGP sessions, VNIs, and cabling without stitching separate DCIM, IPAM, or fabric-specific tools together.

Learn more about Infrahub’s flexible schema →

Deploy repeatably with speed and precision

Generators are pieces of code that create new objects based on data it reads in Infrahub. Infrahub Generators are modular. Each one owns exactly one layer of your build, such as a fabric, pod, or rack.

  • One layer at a time: Each Generator is small enough to understand, test, and debug in isolation without running the full cascade.
  • Parallel execution at every layer: A fabric with 8 pods and 32 racks per pod generates all at once, not sequentially.
  • Surgical Day 2 changes: Add a spine to a pod, and only that pod’s Generator reruns. No blast radius, no rebuilding from scratch.

Learn more about Infrahub Generators →

Evolve without disruption

Your AI data center today won’t look the same in a few months. Infrahub stores your design intent as a living data model, so when your infrastructure changes, your schema and automation absorb it seamlessly.

  • Your schema grows with you: Add new attributes, relationships, or object types as your infrastructure changes, without breaking existing automation.
  • Only affected objects change: Update a change design parameter and Infrahub reruns only what’s downstream. Everything else stays untouched.
  • Adapt as standards shift: When GPU generations turn over or new fabric types emerge, you update your schema and generators rather than rebuilding from scratch. All your standards remain intact.

Learn more about maintaining standards at scale →

Resources

  • Access a reference Infrahub implementation that demonstrates the end-to-end automation of a large-scale AI data center, from initial build through Day 2 operations. Visit the Sandbox →
  • Hear two OpsMill team members walk through an automated AI data center build we helped complete in under 6 months, with key lessons learned along the way. Watch the Video →​

“I wish we had had [Infrahub] two years ago. This is automation in a way we didn't know existed.”

— Sr. Automation & Network Engineer, Neocloud Provider

concentric circles made of colorful lines
concentric circles made of colorful lines

Get started 
your way →​

Infrahub Community

Open source and forever free. All the schema flexibility and Git-style version control you need to explore infrastructure automation at your own pace.

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Infrahub Enterprise

Built for scale, complexity, and production reliability. Includes high availability, advanced integrations, performance enhancements, and SLA-backed enterprise support.

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