A leading manufacturing firm needed to redesign their sensor data ingestion to avoid data loss after on-premises Kafka outages. This drill explores managed AWS streaming and IoT services to balance resilience, cost, and operational overhead.
When network appliances fail in auto-scaling groups, static routes become stale. This SAP-C02 scenario explores the orchestration pattern combining custom metrics, event-driven automation, and Lambda-based route reconciliation—a real-world decision between operational complexity and infrastructure reliability.
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 high-level analysis of migrating analytics workloads to AWS while solving read/write contention issues through Aurora Read Replicas, AWS DMS, and strategic endpoint architecture—without customer disruption.
A high-performance Lambda application suffers from database connection exhaustion under load. We analyze the optimal combination of RDS Proxy connection pooling and Lambda function optimization to achieve scalable, cost-effective architecture.
A global fintech firm plans to migrate 1000 VMware-based servers to AWS and must decide how to collect detailed server metadata for migration planning, balancing operational overhead and data completeness.
A Professional-level analysis of migrating a traffic-surge-prone .NET application to AWS, comparing Elastic Beanstalk vs CloudFormation, Aurora vs RDS MySQL, and multi-AZ vs multi-Region strategies for 200K daily users.
For a professional-level AWS SAP-C02 scenario, learn why centralized CUR from the management account beats distributed reporting, and how to design FinOps-grade cost visibility across hundreds of AWS accounts organized by engineering teams.