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== Creating (Synthesis / Create) == ποΈ At this level, an expert can **design**, **compose**, and **optimize** systems using AWS Lambda. * '''Design patterns & best practices''' ** Event-driven microservices using SNS or EventBridge. ** Reusable logic via Lambda layers. ** Idempotent execution to handle retries safely. * '''Security & authentication patterns''' ** Principle of least privilege in IAM roles. ** Secret storage using AWS Systems Manager Parameter Store or Secrets Manager. ** VPC-integrated Lambda for private networking. * '''Lifecycle management strategies''' ** Automated deployments with CI/CD pipelines. ** Versioning and aliasing for staged rollouts. ** Traffic shifting (blue-green or canary deployments). * '''Scalability & optimization patterns''' ** Asynchronous processing with SQS. ** Provisioned concurrency for latency-sensitive workloads. ** Efficient packaging and dependency management. * '''Typical creation-level abilities''' ** Can architect multi-service solutions using Lambda. ** Can design cost-efficient, scalable serverless systems. ** Can enforce security, resiliency, and maintainability. ----
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