Migrate OpenAI Workflows from Azure → Multi-Cloud Setup

advanced60 minPublished May 2, 2026
No ratings

Systematically migrate your existing Azure OpenAI integrations to a multi-cloud architecture for better reliability and cost optimization.

Workflow Steps

1

Notion

Inventory existing integrations

Create a comprehensive database in Notion listing all current Azure OpenAI API calls, endpoints, authentication methods, and dependent applications

2

Postman

Test API compatibility

Use Postman collections to test your existing API calls against AWS Bedrock and GCP's AI services, documenting any required parameter changes

3

Terraform

Provision multi-cloud resources

Create Terraform configurations for equivalent OpenAI resources on AWS and GCP, including API gateways, authentication, and monitoring setup

4

GitHub Actions

Deploy with blue-green strategy

Set up CI/CD pipeline that deploys to new cloud environments while keeping Azure as fallback, allowing gradual traffic migration

5

DataDog

Monitor performance across clouds

Configure unified monitoring across all three cloud providers to track latency, error rates, and costs in a single dashboard

6

PagerDuty

Alert on failover events

Set up intelligent alerting that automatically fails over to backup cloud providers when primary service degrades, with team notifications

Workflow Flow

Step 1

Notion

Inventory existing integrations

Step 2

Postman

Test API compatibility

Step 3

Terraform

Provision multi-cloud resources

Step 4

GitHub Actions

Deploy with blue-green strategy

Step 5

DataDog

Monitor performance across clouds

Step 6

PagerDuty

Alert on failover events

Why This Works

This systematic migration approach minimizes risk while maximizing the new multi-cloud flexibility, ensuring you can switch providers seamlessly if pricing or performance changes.

Best For

Engineering teams reducing dependency on single cloud provider for AI services

Explore More Recipes by Tool

Comments

0/2000

No comments yet. Be the first to share your thoughts!

Related Recipes