ANALYTICS / DASHBOARD
Data Dashboard
Operational reporting that refreshes itself and can be trusted.
- CLIENT
- Internal
- YEAR
- 2025
- CATEGORY
- ANALYTICS / DASHBOARD
- SERVICES
- Data Modelling
- Dashboard Development
- Automation
The Problem
Every month someone exported four systems into a spreadsheet and rebuilt the same deck. By the time it circulated the numbers were three weeks old, and nobody could explain how any figure was derived.
The Solution
Scheduled ingestion into a warehouse with the transformation logic written down and version controlled. The dashboard reads from that, so every number traces back to a source and refreshes without anyone rebuilding it.
How It Works
- 01
INPUT
Nightly pulls from four source systems
- 02
PROCESS
Versioned transformations applied
- 03
AUTOMATION
Refresh runs on schedule, unattended
- 04
DATABASE
Modelled tables with traceable lineage
- 05
RESULT
Current numbers, explainable on request
Technology
- Python
- PostgreSQL
- React
- Recharts
Results
- 4
- systems unified
- 1 day
- reporting lag, down from 3 weeks
- 100%
- of figures traceable to source