Case study

Ops data pipeline & dashboards

Unified plant and logistics data into reliable pipelines with leadership dashboards for throughput and exceptions.

Category

Project

Client context

Manufacturing & logistics

Stack

Python · PostgreSQL · dbt basics · Metabase

The challenge

Each plant exported CSVs differently. Leadership debates started with “whose number is right?” instead of decisions.

What we built

We standardised extracts, built a warehouse layer, and shipped role-based dashboards with documented metric definitions.

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Approach

How we typically delivered this

A pattern we reuse across portals and ops platforms — adapted to each network.

01

Understand the network

Partner types, ops bottlenecks, and what “done” looks like for finance and admin.

02

Design the control plane

Login, stages, documents, and ledger rules that match how you actually work.

03

Ship in stages

Pilot with real users, harden access and monitoring, then expand coverage.

04

Hand over cleanly

Admin playbooks, ownership, and a support window so your team can run it.

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