multi-cloud-architecture

A cloud-agnostic architecture uses vendor-neutral patterns across AWS, Azure, and GCP to prevent provider lock-in. You need this approach when designing multi-cloud strategies that require cross-provider resilience, unified governance, and flexible workload migration.

You can optimize multi-cloud costs by applying a structured decision framework that evaluates cross-provider service pricing and resource allocation. This ensures cost-effective selections across AWS, Azure, and GCP while maintaining operational resiliency and security.

This multi-cloud strategy works for both scenarios by enforcing a decision framework with cloud-agnostic patterns. It provides migration planning guidance for existing workloads and reference materials for designing scalable, cross-provider greenfield architectures.

The limitation of cloud-agnostic patterns is the potential inability to leverage proprietary, high-performance features unique to AWS, Azure, or GCP. Cross-provider abstraction may reduce access to native optimizations and complicate operational governance across diverse platforms.