How Baseten multi-cloud capacity management (MCM) unifies deployments
Jun 10, 2025

Summary
This post details the Baseten Multi-Cloud Capacity Management (MCM) system, which unifies GPU deployments across 20+ clouds and regions. It introduces three deployment modes: Baseten Cloud (fully managed), Self-hosted (within customer VPCs), and Hybrid (combining self-hosted with Baseten Cloud for burst capacity). The system provides 99.99% uptime, low latency, and data residency compliance by managing autoscaling, failover, and latency-aware routing. It emphasizes flexibility, vendor lock-in avoidance, and efficient utilization of compute resources across heterogeneous environments.
More from the Multi-cloud Capacity Management (MCM) trail
- How Baseten MCM, our cloud ecosystem partners, and NVIDIA drive fast, reliable inference at scale
- How we built Multi-cloud Capacity Management (MCM)
- Introducing Baseten Hybrid: control and flexibility in your cloud and ours
- Introducing Baseten Self-hosted
- Control plane vs workload plane in model serving infrastructure