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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