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Data engineering & AI consultancy

Data platforms built to scale. AI built to ship.

AMN Arch designs, builds and modernises the pipelines, warehouses and machine-learning systems behind data-driven companies — from first audit to production.

Free

initial consultation, no commitment

100%

of the code and documentation is yours

Your cloud

everything is built in your own account

EN · FR

projects delivered in English or French

Services

Everything between raw data and real decisions.

Senior, hands-on expertise across the whole data lifecycle. Engage us for a focused audit or a full build.

Data architecture & audit

Assess your current stack, find bottlenecks and cost leaks, and leave with a clear target architecture and roadmap.

AuditRoadmapFinOps

Data engineering

Reliable batch pipelines that scale with your data — tested, monitored and documented.

PySparkEMRAirflow

Cloud migration

Move from on-prem or legacy warehouses to AWS with no data loss, a controlled cutover and a lower monthly bill.

AWSS3 / AthenaRedshift

Machine learning in production

Classification and scoring models taken from notebook to a monitored production service that keeps paying off.

XGBoostLightGBMMLOps

GenAI agents

RAG and text-to-SQL assistants grounded in your own data, with hybrid search, re-ranking, guardrails and cost control.

RAGText-to-SQLLLMs

Analytics & BI

Clean, governed data models and dashboards your teams actually trust and use every day.

SQLTableauGovernance
Approach

A clear path from audit to production.

No black boxes and no lock-in: you own the code, the docs and the know-how at every step.

01

Audit

We map your data flows, costs, risks and quick wins.

02

Design

Target architecture, prioritised roadmap and transparent estimates.

03

Build

Iterative delivery in your cloud, with tests and code reviews from day one.

04

Hand over

Documentation, monitoring and knowledge transfer so your team runs it with confidence.

Why AMN Arch

Senior expertise. Production mindset.

We focus on systems that run reliably long after delivery: clear architecture, clean code, sensible costs and teams that understand what was built.

Senior expertise onlyNo junior hand-offs: the people who design your system build it.
Built for productionMonitoring, testing and cost control are part of the job, not extras.
No lock-inOpen, well-documented tools so your team stays in control.
PythonPySparkAWS EMRS3 · AthenaRedshiftAirflowSQLXGBoostLightGBMLLMs · RAGTableau
Contact

Ready to take your data to the next level?

Tell us about your data and your goals. We'll come back with an honest view of what to fix first.

The initial consultation is free.