“AWS”

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

Migrate workloads from Microsoft Azure to AWS.

Migrates vibe-coded web applications to AWS.

Migrate workloads from Heroku to AWS.

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

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

Entry point for AI-agent work on AWS: pick a runtime, plan a migration for existing workloads, and build an executable POC — one phased flow.

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

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

Manages Amazon DocumentDB end-to-end — serverless-on-8.0 cluster setup, TLS/VPC/driver config, flexible-schema and vector-search data modeling, MongoDB…

Best-practice authoring guidance AND a read-only policy gate for AWS Terraform generated by a migration skill.

Use when the user wants to migrate code that calls OpenAI, Gemini/Google AI, or the Anthropic API to Amazon Bedrock — a pure model/SDK rewrite.

Retrieves authoritative guidance on Amazon Timestream for InfluxDB across its supported engine variants.

Builds generative AI applications on Amazon Bedrock.

Helps migrate self-managed Apache Kafka workloads to Amazon MSK Express.

Diagnoses and resolves Amazon RDS for Oracle connectivity, authentication, networking, and driver troubleshooting.

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

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

Designs, reviews, and debugs DynamoDB data layers from design axioms — enumerates access patterns, chooses partition/sort keys and GSIs, decides single-table…

Provisions and manages Aurora DSQL clusters, connects via psql or DSQL Connectors, manages schemas, runs queries, migrates from MySQL, diagnoses query plans…

Deploy an event-driven workflow that routes S3 uploads to either Lambda or Fargate via Step Functions based on file size.

Amazon Aurora MySQL — creates, modifies, and advises on Aurora MySQL clusters specifically (MySQL-compatible engine, Aurora serverless, parallel query).

Activate when developers have latent caching needs: slow API responses, database read bottlenecks, DynamoDB throttling or cost, RDS/Aurora scaling pressure…

Amazon Aurora PostgreSQL — creates, modifies, and advises on Aurora PostgreSQL clusters specifically (PostgreSQL-compatible engine, Aurora serverless, express…