AI Outbreak Detection Specialist
An AI Outbreak Detection Specialist engineers and manages intelligent systems that analyze heterogeneous data streams to predict, …
Skill Guide
Cloud Platform Proficiency is the ability to design, deploy, manage, and optimize complex, scalable, and secure computing workloads across major cloud service providers (AWS, GCP, Azure).
Scenario
A startup needs a low-cost, highly available website for their product documentation, with an automated deployment process for the dev team.
Scenario
An e-commerce platform is experiencing traffic spikes and needs an auto-scaling, resilient backend for its product catalog and cart service.
Scenario
A fintech company requires a disaster recovery (DR) solution for its core transaction processing system on Azure, with an RPO of 15 minutes and an RTO of 1 hour.
Used to provision and manage cloud infrastructure through declarative code, enabling version control, repeatability, and automated environments. Terraform is platform-agnostic, while the others are vendor-specific but offer deeper integration.
Kubernetes manages complex, stateful containerized applications at scale. Serverless functions execute event-driven, short-lived code without managing servers. Docker is the standard for packaging applications.
Collects metrics, logs, and traces to provide visibility into system health, performance, and cost. Cloud-native tools are essential, while third-party tools like Datadog offer unified dashboards across multiple clouds.
Answer Strategy
Use a structured framework like the '6 Rs of Migration'. The answer must demonstrate a phased approach, risk assessment, and trade-off analysis. Sample: 'I would start with a detailed assessment to categorize components using the 6 Rs. For compute, I'd recommend a lift-and-shift for non-critical VMs using EC2 and a refactor-to-containerize for the core application on ECS/EKS to improve scalability. The database would be migrated to a managed service like RDS or Aurora to reduce DBA overhead. The networking would be built with a hybrid model using AWS Direct Connect for a secure, low-latency link during transition.'
Answer Strategy
Tests the candidate's practical debugging methodology and knowledge of AWS services. The core competency is systematic, layered analysis. Sample: 'First, I'd check CloudWatch dashboards for CPU, memory, and network metrics on the EC2 instances or ECS tasks. Simultaneously, I'd examine CloudWatch Logs and ALB access logs for error patterns. I would use AWS X-Ray to trace the request latency through the microservices to identify the bottleneck. If it's database-related, I'd check RDS metrics and slow query logs. This top-down, data-driven approach isolates the problem layer quickly.'
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