Python, FastAPI & Django

Python backends
that think fast.

Ngage Studios is a Python development company engineering APIs, data pipelines, automation and AI backends for UK, US, European and Australian businesses that need reliable, scalable systems behind their products.

  • FastAPI & Django
  • AI & LLM backends
  • Data pipelines
  • Automation

What we build

Python for
serious work.

The language of AI and data, used for production-grade systems.

01

FastAPI & Django APIs

High-performance APIs and admin platforms with typed models, auth and automatic documentation.

02

AI & LLM backends

Retrieval-augmented generation, agents and model orchestration with evaluation and guardrails built in.

03

Data pipelines

ETL, reporting and analytics pipelines that move and clean data between your systems reliably.

04

Automation & scripts

Back-office automation, scraping and integrations that save your team hours every week.

05

Search & recommendations

Semantic search and recommendation engines using vector databases and embeddings.

06

Node.js services

Where it fits better, real-time and event-driven services in Node.js and TypeScript alongside Python.

Why Ngage for Python

Production Python,
not notebooks.

As a Python development company, we build services you can trust in production.

Plenty of teams can make a Python prototype. Far fewer can turn it into a secure, observable, cost-efficient service that runs every day without anyone watching it. That is where we focus.

Built for production

Typed code, automated tests, containerised deployments, structured logging and alerts — so your Python services are as dependable as the rest of your stack.

AI-ready by design

Python is the home of modern AI tooling. We design backends that make it easy to add LLM features, swap models and keep costs under control as usage grows.

Plays well with your stack

  • Integrates with Magento, WordPress, Laravel and Next.js front ends
  • Deploys to AWS, Google Cloud, Azure or your own servers
  • Clear API contracts and documentation for your team

Who we work with

Python development for
AI-ready businesses.

Our Python development focuses on production systems: FastAPI services, Django platforms, data pipelines and AI backends. We follow the official Python documentation and modern typing practices so code stays readable and safe to change.

Python development with FastAPI and Django by Ngage Studios

Where Python makes the biggest difference

  • AI products — retrieval, agents and model orchestration with evaluation built in.
  • Data & reporting — pipelines that move and clean data between your platforms every night.
  • Automation — back-office jobs that save teams in the UK, US, Europe and Australia hours every week.

Every Python development engagement ships with tests, containerised deployments, monitoring and documentation, so your services keep running long after launch.

Tech stack

Our Python
toolkit.

Python 3.13FastAPIDjangoPydanticSQLAlchemyCelery
PostgreSQLpgvectorRedisKafkapandasPolarsAirflow
Node.jsTypeScriptDockerKubernetesAWS LambdaGoogle Cloud Run

How we work

From prototype to
production.

We de-risk early with a proof of concept, then build for scale.

  1. 01
    Week 1

    Scope

    Requirements, data sources and success metrics.

  2. 02
    Weeks 2–3

    Prove

    Proof of concept to validate the riskiest assumptions.

  3. 03
    Sprints

    Build

    Production code with tests, CI/CD and monitoring.

  4. 04
    Go-live

    Deploy

    Cloud deployment, load tests and runbooks.

  5. 05
    Ongoing

    Operate

    Monitoring, optimisation and new capabilities.

FAQ

Python questions,
answered.

Anything else? Ask us on a free, no-pressure discovery call.

FastAPI or Django?

FastAPI is ideal for lean, high-performance APIs and AI services. Django shines when you need a full admin, ORM and batteries included. Many of our projects use both.

Can you turn our data science prototype into a product?

Yes. We refactor notebooks into tested, deployable services with proper APIs, monitoring and cost controls.

Do you also work with Node.js?

Yes. We build Node.js and TypeScript services for real-time features, and choose Python or Node per service based on what fits best.

Do you work with clients in the UK, US, Europe and Australia?

Yes — most of our clients are in the UK, US, Europe and Australia. We plan overlap hours around your time zone, run calls at times that suit you, and keep everything visible in a shared project board, Slack channel and weekly written update.

Guides & insights

Engineering & AI
notes.

All articles

Ready when you are

Need a Python team
that ships?

Tell us what you are building and get a plan and estimate within days.