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Design an aws SaaS architecture with tenant isolation using VPC, shared services layer, tenant-specific databases with RDS, API Gateway for multi-tenant routing, Lambda for business logic, Cognito for identity management, CloudWatch for tenant-specific monitoring, billing integration, auto-scaling based on tenant usage, and data partitioning strategies.