Take full ownership of AWS-based production SaaS infrastructure: design architecture, manage scaling and incidents, build CI/CD pipelines, embed AI-driven SDLC tools, ensure security/compliance, and drive cloud cost optimization (FinOps). Collaborate closely with engineering teams to translate product needs into stable, production-grade infrastructure.