What you actually get from a modern Python backend
Typed endpoints. Every request and response is a Pydantic schema. The client gets an OpenAPI spec auto-generated from the code. We do not hand-write interfaces. The “backend returned an int where the app expected a string” bug class does not exist.
Async Python. One FastAPI worker handles hundreds of concurrent requests without the thread-per-request tax. Our small services run on a single modest box and handle real traffic.
Migrations you trust. Alembic migrations reviewed like code, rolled forward and rolled back. Schema changes that do not break production on a Friday evening - reversible, staged, reviewed.
OpenAPI that clients consume. Flutter (Chopper), React Native + React (TypeScript via openapi-typescript), Python clients all generated from the same spec. A field rename on the server fails a client build, not production.
When FastAPI + Postgres is the right call
- Typed API for typed clients - Flutter, React Native, or React on the other end of the wire.
- Real-time features - WebSocket endpoints are first-class in FastAPI. One stack for REST + sockets.
- AI and ML integration - Python owns the LLM tooling. Your FastAPI backend is already where the OpenAI SDK and vector stores live.
- Regulated data - typed contracts make audit easier. We have shipped KYC, AMFI compliance, and PCI-adjacent flows.
Real-time systems we have shipped
- Server-authoritative live auction timer with atomic bid writes and sticky-session WebSocket upgrades - live auction bidding.
- Socket.IO live price broadcast from a single upstream subscription fanned out to every connected client - gold trading platform.
- Live tick stream + rules engine for price alerts with last-seen-price state and exactly-once delivery on reconnect - trading calculator watchlist.
- Webhook-driven order state machine hitting a ~5-second top-up SLA across 130+ operators and 44 countries - cross-border mobile top-up.
Deploy targets we have shipped to
- AWS (ECS + RDS + ElastiCache) - enterprise environments, strong IAM.
- AWS EC2 with Docker for predictable cost and fewer moving parts - shipped for Sabika Gold.
- Google Cloud (Cloud Run + Cloud SQL) - fast iteration, Firebase-adjacent.
- DigitalOcean App Platform + Managed Postgres - cost-effective for early-stage.
- Fly.io - global presence, cheap for small services.
- Render - simple, opinionated, works for most MVPs.
- Vercel / Netlify - only for services that live in the same repo as a Next.js app (via Serverless Functions or Edge Runtime).
We meet you at your infrastructure. Picking a vendor is a decision we weigh in on, but it is not a prerequisite to start.
What we will not do
- Serverless-only for everything. Lambda and Cloud Functions are great for event handlers and scheduled jobs. They are usually the wrong default for a full API because of cold starts, traceability, and cost at scale. We pick case-by-case.
- NoSQL where SQL fits. 90% of projects that reach for MongoDB regret it at month nine. We start with Postgres and only add other stores when there is a concrete reason.
- Microservices on day one. Monolith first. Split when a boundary gets painful enough that splitting costs less than not splitting. Most projects never cross that line.
- ORMs so heavy they write queries you cannot read. SQLAlchemy core + raw SQL where it earns clarity. Abstractions that hide the query plan hide the bug.
Why teams pick us for backend
We run FastAPI, Pydantic, and OpenAPI as one unit. The mobile or web client gets a typed binding generated straight from the server code. Rename a field on the backend, break a client build, catch it in CI. You do not find out a field changed shape because a user’s screen went blank.
Real-time lives in the same app as REST. WebSocket and Socket.IO handlers run next to your regular endpoints, not on a separate service you forget to deploy. Migrations use expand-then-contract so nothing goes down during a rollout. We deploy where you already host (AWS, GCP, Fly.io, Render, Vercel, on-prem) and hand over everything at launch: source, infrastructure-as-code, runbooks, the lot.- React Development - typed-client web apps that talk to this backend.
- AI Integration Services - adding LLMs to an existing backend without leaking keys.