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Data & Analytics

Data & Analytics Platform

A reporting layer that pulls from operational systems on a schedule and presents a consistent, trusted set of business metrics.

Year
2025
Discipline
Data & Analytics
Technology
ReactNode.jsPostgreSQLETL
Abstract chart and grid composition representing an analytics dashboard

The challenge

Three source systems produced three different answers to the same question. Leadership had lost confidence in reporting, and analysts spent most of the week rebuilding the same figures by hand.

Our approach

  1. 01

    Defined metric ownership and definitions before building any visualisation.

  2. 02

    Built scheduled extraction and transformation pipelines with validation at each stage.

  3. 03

    Designed dashboards around decisions, not around available chart types.

  4. 04

    Added anomaly alerting so data quality issues surface before the report does.

Outcome

3
Sources consolidated
Daily
Automated refresh
~20h
Analyst time returned monthly

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Have a similar problem?

Tell us where the work is getting stuck and we will show you what a solution would involve.

cmxdtech@gmail.com