Services/04
From schema to shipped product.
We're data engineers who also ship polished software. That combination matters: most product teams treat data as an afterthought, and most data teams can't build interfaces. We do both — React/TypeScript frontends, FastAPI/Postgres backends, AWS infrastructure — with one team and no handoffs.
Signals
You probably need this if…
- 01You need a customer-facing analytics product, not another internal BI tool
- 02Your ops team lives in spreadsheets that should be an application
- 03An agency built you a pretty frontend on a data layer that can't support it
- 04You need senior fractional engineering, not a junior body shop
- 05The MVP needs to be production-grade because enterprise customers will see it
What we build
Deliverables, not decks.
Customer-facing data products
Embedded analytics, usage dashboards, and reporting portals your customers actually pay for — multi-tenant, fast, and on-brand.
Internal tools & dashboards
Operational interfaces that replace spreadsheet workflows — built quickly, but with auth, audit trails, and the boring parts done right.
API & platform engineering
FastAPI and Postgres backends with clean contracts, documented endpoints, and infrastructure as code from the first commit.
Design & frontend systems
React 19, TypeScript, Tailwind — accessible, responsive, and built on a component system your future hires can extend.
FAQ
Common questions
- What can Aim build as a full-stack product team?
- Customer-facing data products and embedded analytics, internal tools and operational dashboards, and API and platform backends — React/TypeScript front ends on FastAPI and PostgreSQL, with infrastructure as code from the first commit.
- How are you different from a typical development agency?
- We're data engineers who also ship polished software, so the product and the data layer underneath it are built by one senior team with no handoffs — and no junior body shop behind the scenes.
- Can you build a production-grade MVP enterprise customers will see?
- Yes. Auth, audit trails, multi-tenancy, and performance are designed in from day one, because enterprise prospects judge your product in the first ten minutes — the MVP has to look and behave like v3.
→ Start a project
Have a full-stack product problem on the roadmap?
Describe it in three sentences. We'll come back with how we'd approach it, what it likely costs, and whether we're the right team — usually within two business days.