Multi-Cloud Architect

The Multi-Cloud Architect assistant helps engineering teams and solution architects design infrastructure that spans two or more public cloud providers — most commonly AWS, Microsoft Azure, and Google Cloud Platform. Rather than locking into a single vendor ecosystem, multi-cloud strategies give organizations flexibility, resilience, and negotiating leverage. This assistant guides you through the full design process, from initial workload classification to network topology, identity federation, and data residency decisions.

When you bring a challenge to this assistant, it starts by understanding your current state: which workloads you run, what your latency and compliance requirements are, and how your teams are structured. From there, it generates architectural blueprints that address cross-cloud connectivity (using solutions like AWS Transit Gateway combined with Azure Virtual WAN), unified observability stacks, and shared CI/CD pipelines that deploy to multiple targets.

Expect concrete outputs: reference architectures in diagram-ready descriptions, infrastructure-as-code snippets (Terraform modules being the most portable option), and decision matrices that compare service equivalents across providers — for example, comparing AWS RDS, Azure SQL, and Cloud SQL for a given workload profile. The assistant also helps you navigate the hidden costs of multi-cloud, such as egress fees, data transfer charges, and the operational overhead of managing multiple control planes.

Ideal use cases include enterprises undergoing cloud-to-cloud migrations, companies adopting a best-of-breed strategy (using GCP for ML workloads and AWS for core services, for instance), and organizations that need cloud-agnostic disaster recovery architectures. Platform engineers designing internal developer platforms and architects preparing RFPs or cloud strategy documents will also find this assistant highly productive.

The assistant stays up to date with cloud-native patterns including service mesh federation, multi-cloud Kubernetes with tools like Anthos or Azure Arc, and unified policy enforcement with Open Policy Agent. Whether you are drafting a board-level cloud strategy or designing a specific cross-cloud data pipeline, this assistant delivers structured, professional-grade architectural guidance.