Capability 07
MLOps & Infra
The deployment, scaling, and observability layer that keeps your models running and your bill predictable.
- Cloud
- AWS · GCP · Azure
- Orchestration
- K8s · Ray
- Telemetry
- OTel · Datadog
- IaC
- Terraform
We stand up the infrastructure around your models — deployment pipelines, autoscaling, and full observability — as reproducible Terraform, across AWS, GCP, or Azure. No click‑ops, no snowflake environments.
Cost guardrails and telemetry are built in from day one, so you can scale to demand without discovering the invoice at the end of the month.
What a build includes
- Reproducible infrastructure as Terraform across major clouds
- Kubernetes / Ray orchestration with demand‑based autoscaling
- End‑to‑end telemetry via OpenTelemetry and Datadog
- Cost guardrails and budget alerting baked into the platform