Tools I useto ship production.
Every layer of this stack runs in production today — across cloud infrastructure, AI systems, billing, and observability. No speculative tooling. No frameworks I haven't deployed.
Cloud & Infrastructure
AWS
Cloud platform
Terraform
IaC, single source of truth
AWS Lambda
Serverless compute
API Gateway
REST + WebSocket edge
CloudFront
CDN + edge caching
ECR
Container registry
Docker
Lambda container images
IAM
Identity & access boundaries
S3
Object storage
Application Layer
Next.js 16
App Router, RSC, edge
React 19
UI primitives
TypeScript
Strict mode, no any
Tailwind v4
Utility-first styling
motion/react
Animation system
Vercel
Frontend hosting
Backend & Services
Python 3.11
Service language
FastAPI
Async REST framework
Mangum
ASGI to Lambda adapter
Node.js 20
Lambda runtime + tooling
ThreadPoolExecutor
Regional fan-out scanning
AI Systems
Claude (Anthropic)
Primary LLM
AWS Bedrock
Managed inference
Anthropic SDK
Direct API + streaming
OpenAI SDK
Comparison + fallback
Google ML Kit
On-device pose detection
Data & State
DynamoDB
NoSQL primary
PostgreSQL
Relational, via Supabase
Supabase
Auth + Postgres + realtime
AWS Glue
ETL + crawlers
Amazon Athena
Serverless SQL on S3
CUR 2.0
Cost & usage data lake
Identity & Commerce
AWS Cognito
User pools + Google IdP
Clerk
Drop-in auth
Lemon Squeezy
Subscriptions + global tax
RevenueCat
Mobile IAP
Observability & DevOps
Sentry
Error tracking + perf
PostHog
Product analytics
CloudWatch
AWS-native logs + metrics
GitHub Actions
CI/CD pipelines
AWS
Cloud platform
Terraform
IaC, single source of truth
AWS Lambda
Serverless compute
API Gateway
REST + WebSocket edge
CloudFront
CDN + edge caching
ECR
Container registry
Docker
Lambda container images
IAM
Identity & access boundaries
S3
Object storage
Next.js 16
App Router, RSC, edge
React 19
UI primitives
TypeScript
Strict mode, no any
Tailwind v4
Utility-first styling
motion/react
Animation system
Vercel
Frontend hosting
Python 3.11
Service language
FastAPI
Async REST framework
Mangum
ASGI to Lambda adapter
Node.js 20
Lambda runtime + tooling
ThreadPoolExecutor
Regional fan-out scanning
Claude (Anthropic)
Primary LLM
AWS Bedrock
Managed inference
Anthropic SDK
Direct API + streaming
OpenAI SDK
Comparison + fallback
Google ML Kit
On-device pose detection
DynamoDB
NoSQL primary
PostgreSQL
Relational, via Supabase
Supabase
Auth + Postgres + realtime
AWS Glue
ETL + crawlers
Amazon Athena
Serverless SQL on S3
CUR 2.0
Cost & usage data lake
AWS Cognito
User pools + Google IdP
Clerk
Drop-in auth
Lemon Squeezy
Subscriptions + global tax
RevenueCat
Mobile IAP
Sentry
Error tracking + perf
PostHog
Product analytics
CloudWatch
AWS-native logs + metrics
GitHub Actions
CI/CD pipelines
Certifications & Objectives
Production-grade work first, paper second. These exams are on the roadmap to formalise what's already shipping in production.
AWS Certified Solutions Architect
Associate
AWS Certified DevOps Engineer
Professional
The list grows when there's a real problem to solve. It shrinks when something stops earning its complexity budget.
