How do we architect for hybrid cloud AI deployments?

The cloud is for everyone.
Satya Nadella

How It Works:

Combine on-prem bare-metal for sensitive workloads with cloud bursting for peak demand linked by secure VPNs or dedicated interconnects.

Key Benefits:

  • Data sovereignty: Keep PII on-prem.
  • Burst capacity: Leverage cloud for spikes without overprovisioning locally.
  • Unified management: Single pane of glass for both environments.

Real-World Use Cases:

  • Finance: On-prem risk models with cloud-based analytics.
  • Healthcare: Local patient data processing with cloud training pipelines.

FAQs

How sync data securely?
Can ML pipelines run seamlessly?