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Architecture Drills

Lift-and-Shift Messaging vs Managed Queue | SAP-C02

When migrating a VM-based web frontend, RabbitMQ message broker, and Kubernetes backend to AWS, the key decision revolves around protocol compatibility vs. managed service adoption. This drill explores why Amazon MQ with EKS represents the optimal balance for minimal-refactoring migrations at the Professional level.

CloudFront Multi-Region Origin Routing Trade-offs | SAP-C02

A weather analytics SaaS expands from Europe to North America and faces regional latency issues despite using CloudFront. This drill explores the correct architecture pattern combining S3 Cross-Region Replication with Lambda@Edge origin routing—and why Global Accelerator and S3 Transfer Acceleration are costly distractors.

Hybrid Genomics Data Transfer Trade-offs | SAP-C02

A life sciences company needs to migrate containerized genomics workflows from on-prem to AWS, processing 200GB datasets in hours instead of weeks. This drill analyzes the critical decision between DataSync+Batch orchestration versus legacy transfer methods, focusing on FinOps impact and workflow automation maturity.

SQS Lambda Integration - The Idempotency vs. Architecture Trade-off | SAA-C03

A photo processing startup faces duplicate email notifications due to SQS standard queue behavior triggering Lambda multiple times. This drill explores visibility timeout tuning, queue type selection, and deletion timing strategies to achieve exactly-once processing with minimal operational overhead.

IoT Migration Trade-offs—Serverless vs Containers | SAP-C02

This SAP-C02 scenario explores migrating a legacy IoT telemetry platform to AWS. The decision centers on serverless-first architecture (IoT Core + Lambda + DocumentDB) versus container-based approaches, with FinOps impact quantified across data ingestion, storage, and reporting layers.