Demonstrated experience leading the architecture of end-to-end FDI implementations and making decisions across environments, pipelines, security, semantic models, extensions, integrations, performance, deployment strategy, and production readiness. Define architecture principles, approved patterns, nonfunctional requirements, design guardrails, quality gates, and exception criteria for scalability, security, maintainability, supportability, and upgradeability.