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Complete MLOps infrastructure, standing up in minutes not months.

IaC for ML

Provides battle-tested Terraform and CloudFormation templates for provisioning complete MLOps infrastructure stacks — training clusters, serving endpoints, monitoring stacks — with single-command deployment. Eliminates weeks of manual infrastructure setup for enterprises launching their first production ML platform.

Why It Matters

IaCForML compresses the longest, most error-prone phase of any ML platform launch — infrastructure setup — into a single command.
Battle-tested Terraform and CloudFormation templates stand up complete training, serving, and monitoring stacks in minutes, with security hardening built in rather than bolted on.
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Minutes instead of months

Enterprises launching their first production ML platform typically burn weeks on cluster, endpoint, and monitoring setup — codified templates make day one a deployment, not a project.

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Battle-tested, not hand-rolled

Every template encodes lessons from real production deployments — clients skip the misconfigurations and rework that plague first-time MLOps builds.

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Secure by default

Cloudly's security hardening baked into every template means infrastructure starts compliant — no post-hoc security retrofit before the risk team signs off.

The Cloudly Advantage

IaCForML is Cloudly’s delivery accelerator and expertise made tangible — our years of DevOps and infrastructure work encoded into reusable IP.
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Faster, more profitable delivery

Templated provisioning slashes our engineering hours per engagement — better margins for us, faster time-to-value for clients, a win on both sides of every contract.

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DevOps consultancy productized

Terraform and CloudFormation work is our daily practice — IaCForML packages that expertise as licensable IP with value beyond billable hours.

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Deploys the entire platform

Every Cloudly product from TrainForge to ModelRegistry lands via these templates — the delivery vehicle that makes platform-wide deals operationally feasible.

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Security hardening as trust signal

Hardened defaults demonstrate enterprise-grade rigor in the first week of engagement — accelerating security reviews that stall competitor deployments.

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AWS and GCP migration engine

Infrastructure-as-code is the literal mechanism of our AWS Migration services — every template deployment is a migration engagement in motion.

The Final Takeaway

POC-to-production speed advantage — Standing up a working environment in days lets BD run proof-of-concepts competitors need months to scope — winning deals on velocity alone.

Powered By

Terraform

Core to the IaCForML technology stack.

AWS CloudFormation

Core to the IaCForML technology stack.

AWS CDK

Core to the IaCForML technology stack.

GCP Deployment Manager

Core to the IaCForML technology stack.

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