Pipelines and reporting

Data moved, checked and reported, without anyone copying it.

Most reporting is someone copying numbers between systems every week, and hoping they are right. BespokeForge builds the pipeline that moves the data and checks it on the way, and the dashboard at the end of it, so the figures arrive on their own and everyone reads the same ones.

Pipelines and reporting

Part of
Data
Engagement
Build, Optimise, Operate
Ends in
A dashboard that refreshes itself
Starts with
The audit, €450, fixed
Price
Scoped from the audit, quoted then
The work

From where the data starts to the figure someone decides on.

What it includes

  • Data sources audited and mapped
  • The measures that matter, defined with you first
  • Pipeline designed and built: extract, transform, load
  • Validation and quality rules, so bad data stops before it spreads
  • Error handling and alerts
  • Scheduling and monitoring
  • Dashboard design and build, in Looker Studio and others as needed, or built for the job
  • Automatic refresh, access control and sharing
  • Training and documentation for upkeep

What changes for the business

  • Data moving between systems without manual steps
  • Reports that update themselves
  • One source of truth for the figures that run the business
  • Quality problems caught before anyone decides on them
  • Decision makers reading the same numbers
  • Pipeline health visible and monitored
How the data moves

Three stages, each one watched.

A pipeline is only as good as the step that checks it. Each stage records what it did, so a wrong figure can be traced back to where it started.

Where it starts

The website, the CRM, bookings, invoices and ads, each read as it is, never re-keyed.

Moved and checked

On a schedule, with rules that stop bad data and an alert when a source goes quiet.

Where it is read

A dashboard that is already up to date on Monday, with the same figures for everyone.

In production at Ampy

Measured, not described.

Each figure names where it comes from.

Ampy 224 location pages generated from one data model: 56 areas, four services each ampy.se sitemap, September 2026
Ampy 26 of 26 products carrying a SKU in their structured data ampy.se product pages, October 2026
How it runs

From the audit to a system you own.

  1. The audit

    €450, fixed. Twenty-five minutes first, free. The written record is yours whatever you decide.

  2. The build

    A scope and a price agreed before work starts.

  3. Operate

    A retainer keeps the engineer who built or took on the system on it, for as long as the business depends on it.

Questions

Questions this usually comes down to

Whatever your data already lives in. The dashboard sits in Looker Studio and others as needed, or is built for the job when it has to live inside your own system.
The pipeline's checks stop the bad data and raise an alert, so a changed source never quietly breaks a report.
Yes. The audit records what is there and which figures can be trusted, then the pipeline is rebuilt where it has to be.
It is scoped from the audit and quoted then, before any work starts.

Start here

Start with the report someone rebuilds every week.

A free 25-minute call confirms the problem is one BespokeForge can solve. If it is, the audit follows: €450, fixed.

Book the free 25-minute call

First, twenty-five minutes to confirm this is a problem BespokeForge can solve. If it is, the audit follows: €450, fixed, and the written record is yours whatever you decide. What the audit covers

October 2026

25 minutes, Google Meet Times in Africa/Lagos.