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Data & AnalyticsAccountancy / Finance·Delivered in 4 weeks

10 hours saved per week — a reporting process that now runs itself

An accountancy practice was manually pulling data from five different sources every week to build client reports. We automated it and gave them a live dashboard that updates itself.

10 hrs
Saved weekly
100%
On-time delivery
22
Reports automated
5 min
To run all reports

The Challenge

Every Friday, a senior accountant would spend most of the morning pulling figures from Xero, a spreadsheet tracker, two Google Sheets, and a payroll system — then building a formatted report to send to each client. With 22 clients on this service, it was consuming an entire working day per week and was prone to copy-paste errors.

What We Built

We built a data pipeline that connects all five sources and normalises the data into a single schema. A live dashboard gives the team a real-time view of every client's position. On Friday morning, the system auto-generates each client's weekly report and sends it — formatted, personalised, and accurate — without anyone touching it.

The Outcome

The practice now produces 22 client reports in under 5 minutes, entirely automatically. The senior accountant reclaimed 10 hours per week. Client feedback on the reports was immediately positive — they arrive earlier and with more detail than before.

Highlights

  • Pulls from Xero, Excel, and Google Sheets
  • Auto-generates weekly client performance reports
  • Live dashboard visible to the whole team
  • Sends formatted reports directly to clients

Tools used

PythonXero APIGoogle Sheets APIMetabasePostgreSQL

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