Cloud

Provides authoritative guidance on Amazon Neptune Database and Neptune Analytics for graph, knowledge-graph, and relationship-heavy workloads — fraud…

Startup-tailored AWS architecture advice for non-agent workloads, adjusted to the company's stage (pre-revenue through Series B+), team size, runway, and…

Authors and deploys MWAA workflow artifacts: Python Airflow DAGs for provisioned environments or YAML workflow files for Serverless.

Selects, deploys, and customizes AI models on Amazon SageMaker.

Builds and deploys containerized workloads on Elastic Kubernetes Service (EKS), Elastic Container Service (ECS), Fargate, and ECR (Elastic Container Registry).

Routes any task involving AWS databases — choosing, comparing, recommending, getting started with, or operating a database — to the correct service-specific…

Provides verified corrections for IAM behaviors that AI agents frequently get wrong — policy evaluation edge cases, trust policy gotchas, STS session limits…

Evaluates, configures, and migrates workloads to AWS Lambda Managed Instances (LMI).

Builds, runs, debugs, and operates applications on AWS Lambda MicroVMs — Firecracker-isolated, snapshot-resumable serverless compute environments running…

Creates and deploys Node.js HTTP web applications on AWS Lambda Web Functions.

Deploys, queries, and debugs AWS Marketplace usage-based (PAYG) metering — the pipeline (ResolveCustomer, BatchMeterUsage, EventBridge via SAM) and…

Builds, configures, debugs, and optimizes AWS observability - operator-symptom questions and detecting Omni vs classic CloudWatch.

AWS security service suitability, coverage and cost recommendations: WAF/origin overlap, AWS Network Firewall inspection coverage and policy review, VPC…

Routes serverless requests to a compute form factor and the skill that owns it.

Onboards RCS Business Messaging and Notify OTP via the pinpoint-sms-voice-v2 AWS CLI.

Manages WhatsApp messaging through AWS End User Messaging Social.

Diagnoses and root-causes Amazon MWAA workflow failures across Provisioned (Python DAG) and Serverless (YAML workflow) environments.

MANDATORY for Flink or Amazon Managed Service for Apache Flink (MSF) questions.

Handles the full DMS Schema Conversion lifecycle including creating migration projects, converting database schemas to a target engine, running compatibility…

Migrate workloads from Google Cloud Platform to AWS — plus AI and agentic workloads from any provider.

Migrate workloads from Heroku to AWS.

AWS Startups reference content — Activate FAQ, credits guide, programs, partner offers, sample architectures, and hundreds of learn articles spanning…

Migrates vibe-coded web applications to AWS.

Operates Amazon MSK Provisioned clusters (Standard and Express brokers).