A data analytics startup needs to migrate a Python JSON processing application running thousands of times daily. This drill compares Lambda event triggers, EC2 auto-scaling, ECS containers, and EBS multi-attach solutions through the lens of high availability, scalability, and minimal operational overhead.
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.
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 professional-level analysis of migrating bursty, hour-long file processing from on-premises to AWS, comparing Lambda limitations, EC2 Auto Scaling, MQ vs. SQS, and EFS vs. S3 storage—culminating in a FinOps-driven decision matrix.
A mobile API running on 5 EC2 instances with Route 53 multi-value routing can’t handle traffic spikes. Should you refactor to serverless, containerize with EKS, add Auto Scaling with Lambda orchestration, or simply front with an ALB? This drill dissects the modernization spectrum for SAP-C02.
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 few aggressive API clients degrade service quality for all users, should you fix the symptom (retry logic) or the root cause (rate limiting)? This drill explores the architectural decision between client-side resilience and platform-level throttling controls.
A professional-level analysis of Lambda deployment strategies comparing manual CLI scripts, CloudFormation nested stacks, SAM with CodeDeploy canary releases, and API Gateway versioning approaches - with FinOps impact quantification.
When facing 100,000 messages per second with dozens of downstream consumers, this drill explores why streaming architecture fundamentally outperforms batch processing for real-time decoupling.