About

I took the long route to data. It made the work richer.

I'm Aman Gupta. I connect the tools a business already uses, put the data somewhere it owns, and keep it running: three years of daily reporting at Navit, customer and property scores at RentLondonFlat, and nine years of capital budgets that had to hold up in front of a board.

Portrait of Aman Gupta

The path

2013

Civil engineering

I began my professional path in civil engineering—learning to think in systems, constraints, and consequences.

2017

Nuclear sciences and civil engineering

Graduate study deepened my interest in complex systems, modelling, and technical decision-making.

2021

Data engineering and BI

I moved into data, working across pipelines, analytics, and the layer where raw information becomes a decision.

Now

Data for small teams

I build the reporting behind small businesses and the teams that serve them, and write the guides engineers use to load data with dlt.

Working principles

Make state visible

Observable beats impressive.

A system should explain what it knows, what it is waiting for, and how it can be repaired.

Design for the reader

Clarity is an engineering property.

Documentation, naming, and interfaces are part of the system—not work that happens after it.

Prefer honest trade-offs

Every abstraction sends a bill.

Good design makes the cost visible and chooses deliberately for the context at hand.

Let's talk

Have a report that takes a week to build?

Tell me which tools you use and what you want to see. Half an hour is usually enough to know which of the four offers fits.

aman@mountaindata.ai