8 - Multi-environment with shared registry
An Azure ML registry shared across environments. Models are registered in dev and promoted to test and prod.
| Id | registry-promotion |
| Network | public |
| Serving | online |
| Adds | Shared Azure ML registry in the first environment, ml-promote workflow, deploy from the registry |
| IaC and CI/CD | Terraform or Bicep; GitHub or Azure DevOps |
A shared Azure ML registry is created in the first environment. ml-promote copies the model through it and deployments pull from the registry.
Use it
See the cost estimates and the prerequisites.