I build complete products, from interface to infrastructure.
Six years shipping production SaaS across the whole stack: interfaces, APIs, cloud, and the AI layered on top.
I help teams turn an idea into a product that ships and holds up.
Illustrative sample report, not client data.
Audited acme-api on GCP. Here's what I found:
fix
- Rate limiter keys on IP, not user
- 12 of 79 background jobs not idempotent
- Health check ignores workers and proxy
strong
- Cloud Run min instances sized to traffic
- Terraform state locked and versioned
- p95 latency budget documented
14 findings · roadmap delivered
The shape of what I build
Diagram: a request flows from the interface, through the API and services layer, to the data layer. Google Cloud, Kubernetes, Terraform and Docker run underneath all three as the platform.
Interface
What people actually touch.
API & services
Contracts, jobs, and the work behind them.
Data
Schemas, migrations, and the source of truth.
Runs onGoogle CloudKubernetesTerraformDocker
I build and run every layer myself, from the interface down to the infrastructure it deploys on.
Proof, not promises
Showing cards 1 to 2 of 4
PLATFORM
Webhook flood controls487,195 webhook events in eleven hours. 99.2% were replays with fresh IDs, and the rate limit never tripped. Found, explained, fixed.
487,195events in 11 hoursRead the case study →SPEECH AI
Self-hosted speech-to-textWord error rate from 0.808 to 0.379 on the same held-out set, output in the correct script 100% of the time, trained for $0 on a free-tier GPU.
0.808 → 0.379word error rate, same held-out setRead the case study →
Ways we can work together
review
Architecture & Cloud Review
A senior review of your stack (performance, scale, reliability, cloud cost, and AI readiness), with a roadmap you can act on.
$1,500 flat · Fixed scope · ~1–2 weeks
build
Product Build
I build it with you, across front-end, backend, and cloud, shipped to a bar you can defend in production.
fractional
Fractional Senior Engineer
An extra senior engineer and advisor on tap for your team and your roadmap, without a full-time hire.
credentials
GCP-certified architecture
Google Cloud Certified, Professional Cloud Architect. Verified on Credly, applied on every engagement.
Frequently asked questions
The questions that come up before an engagement starts.
Couldn't find your answer?
Talk to me →And the wider engineering & IT work
The tiers above are the common shapes, but the range is broader.
Build & ship
- Full-stack web apps: React / Next.js / Node / Python
- APIs & backend services
- Rescue & finish stalled or inherited projects
- Performance, refactoring & technical-debt work
Cloud & DevOps
- GCP / AWS architecture & migration
- Kubernetes, Docker, Terraform
- CI/CD pipelines & release automation
- Reliability, scaling & cloud-cost hardening
AI & data
- LLM & agentic features in real products
- Prompt, guardrail & evaluation design
- RAG & data pipelines
- Vertex AI / model integration
Advisory & IT
- Technical advisory & architecture consulting
- Code & security review
- Team mentoring & hiring support
- General IT & systems consulting
Have something to build, scale, or fix?
A 20-minute call. Tell me the problem and I'll tell you how I'd approach it.
Free 20-minute call. Written proposal within 48 hours.