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.
When Lambda’s 15-minute maximum timeout becomes a hard constraint, this drill explores the serverless-to-container migration decision framework, comparing ECS Fargate, Step Functions parallelization, and infrastructure modernization strategies through a FinOps lens.
A financial analytics startup needs to process variable file uploads from S3 with minimal operational overhead. This drill compares serverless Lambda, EC2-based processing, EMR clusters, and Kinesis streaming—revealing why event-driven architectures trump traditional compute for unpredictable workloads.
When a fintech startup needs to run containerized mission-critical applications without managing infrastructure, should they choose EC2-based ECS, Fargate, or self-managed Docker? This drill dissects the operational overhead vs. control spectrum for AWS SAA-C03 candidates.
Explore how to architect serverless applications requiring static egress IPs through NAT Gateway versus Internet Gateway alternatives, with FinOps impact analysis for professional-level decision-making.
A professional-level analysis of migrating on-premises Git webhook integrations to serverless AWS architectures, comparing Lambda Function URLs, API Gateway, App Runner, and ECS Fargate through FinOps and decision trade-off lenses.
A healthcare API needs to identify Protected Health Information in uploaded PDF and JPEG reports. We analyze the trade-off between building custom ML solutions versus leveraging AWS-managed AI services for minimal operational overhead.
A healthcare analytics startup needs to run mission-critical containerized workloads with minimal infrastructure overhead. This drill explores the spectrum from self-managed Docker to fully serverless ECS/Fargate, analyzing the infrastructure abstraction continuum.
A professional-level analysis comparing API Gateway direct integration vs Lambda-based patterns for DynamoDB exposure, with FinOps quantification and real-world trade-off matrices.
When a serverless web application experiences slow initial page loads, understanding Cloud Run’s instance lifecycle and Google’s best practices for cold start mitigation becomes critical for the Associate Cloud Engineer exam.