Python software development

We build the Python systems your business runs on.

Voltaris LLC designs, builds and maintains backend services, data pipelines and automation in Python. Senior engineers, a scope you agreed to in writing, and code your own team can pick up on day one.

api/routes/ingest.py
from fastapi import APIRouter, Depends
from .pipeline import normalize, publish

router = APIRouter(prefix="/ingest")

# 12k events/sec, p99 under 40ms
@router.post("/events")
async def ingest(batch: EventBatch, db=Depends(get_db)):
    rows = [normalize(e) for e in batch.events]
    await db.copy_records("events", rows)
    await publish(rows)
    return {"accepted": len(rows)}
Focus
Python only
Typical engagement
6–16 weeks
Test coverage target
85%+
Handover
Always

What we do

Four things, done properly, rather than a list of every technology in existence.

Backend & API development

Production services in FastAPI, Django or Flask — authentication, background jobs, integrations and the observability to run them.

  • REST and GraphQL APIs
  • Async workers and queues
  • Third-party integrations

Data engineering

Pipelines that move, clean and reconcile data on a schedule you can trust — with alerting when a source goes quiet.

  • ETL/ELT with Airflow or Prefect
  • Warehouse modelling
  • Reporting and analytics feeds

Automation & scripting

The manual process someone runs every Monday, turned into a scheduled job with logs, retries and a report nobody has to chase.

  • Internal tooling and CLIs
  • Document and report generation
  • Scraping and data collection

Legacy rescue & ML integration

Untangling the Python 2 script nobody wants to touch, or putting a model behind an API that holds up under real traffic.

  • Version and framework upgrades
  • Test suites for untested code
  • Model serving and inference APIs

How an engagement runs

No discovery phase that bills for three months before a line of code exists.

1

Scoping call

A 45-minute conversation about the problem, the constraints and the deadline. Free, and you leave with an honest read on whether we're the right fit.

2

Written proposal

Scope, milestones, price and assumptions in a document you can hold us to. Usually within three business days.

3

Build in the open

Work happens in your repository against real branches. Weekly demos, reviewable pull requests, no surprise reveal at the end.

4

Handover

Documentation, runbooks, a walkthrough with your team, and 30 days of support after the last commit.

The stack we work in

Boring, well-supported tools. We will happily justify every one of these choices to your CTO.

Core

  • Python 3.12
  • FastAPI
  • Django
  • Flask
  • SQLAlchemy
  • Pydantic
  • Celery
  • asyncio

Data

  • PostgreSQL
  • Redis
  • pandas
  • Polars
  • Airflow
  • dbt
  • DuckDB
  • Kafka

Infrastructure & quality

  • Docker
  • Kubernetes
  • AWS
  • Terraform
  • GitHub Actions
  • pytest
  • mypy
  • Ruff

Ways to work with us

Pick the shape that matches the problem. Rates are quoted per engagement after the scoping call.

ModelBest forCommitment
Project build A defined system to deliver — an API, a pipeline, a migration. Fixed scope, milestone billing
Embedded engineer Your team is at capacity and needs senior Python hands in the sprint. Monthly, 3-month minimum
Maintenance retainer Keeping a live system patched, monitored and responsive to incidents. Monthly, cancel with 30 days
Technical audit A second opinion on an existing codebase before you invest further. Fixed fee, 1–2 weeks

Pricing, billing, minimum commitments and code ownership are answered in the FAQ.

Have a Python problem worth solving?

Tell us what's broken or what you're building. We'll tell you honestly whether we can help.

Book a scoping call