Most of my work this year has been on the same problem from two ends. The backend end: reporting pipelines. Raw exports — Excel files, CSVs, database dumps — going in, and clean formatted reports coming out. One processes around 379,000 transaction records into the daily reports three departments actually depend on. Another replaced a two-day manual allocation process with a script that finishes in minutes. The frontend end: making that output usable. A pipeline that produces a perfect file nobody opens hasn't solved anything. So the same work shows up as interfaces — Next.js, React, TypeScript — where an ops person can see what happened, filter it, and act on it without asking a developer. Those two things aren't separate jobs. Data that nobody can see is just storage, and a dashboard with no pipeline behind it is a mockup. Currently building both. Python and Pandas on one side, Next.js and React on the other.

Rimon Debnath

FULL STACK DEVELOPER