Noble Pixels · Data plumbing

Clean and connect the records you already have.

Data plumbing is the unglamorous work that makes every later system honest: spreadsheets, legacy exports, and siloed tools become one record staff can trust.

Plan the data work Or start with solution consulting
Scoped to the records you already have

Why this exists

A new site on dirty data is still dirty.

Teams ask for portals and AI while renewals live in three sheets and the AMS export does not match the CRM. The first paid step is often the plumbing, not the homepage.

We work with the records you already hold. We do not invent a warehouse, and we do not dress the work up as a bigger data program than it is.

What we deliver

  • Clean and dedupe the sources staff already trust enough to work from.
  • Connect systems so the same person or org is one record, not five.
  • Migrate off a legacy AMS, CRM, or spreadsheet pile into a stack you own.
  • Field dictionaries and validation rules your team can keep using.
  • Canadian or chosen-region residency stated before anything moves.

How an engagement works

Inventory, target record, reversible move.

  1. 01
    Inventory what you actually have

    Spreadsheets, legacy AMS exports, CRM objects, inboxes, and side databases. We name owners and quality issues before anyone moves a row.

  2. 02
    Design the target record

    One agreed shape for the entities that matter: members, programs, invoices, cases. Duplicate rules and required fields written down.

  3. 03
    Migrate in a reversible path

    Staging first. Diffs you can review. Rollback if something breaks. Production cutover only when staff can run day one from the new source.

  4. 04
    Hand over the map

    You own the pipelines, the field dictionary, and the runbook for the next import. No mystery middle layer we keep secret.

The shift

Staff stop checking the same person in three places.

The problem

  • A renewal is in a spreadsheet, the membership system, and someone’s inbox, and the three disagree.
  • A new website would only publish that mess in a nicer layout.
  • One person knows which file is the real one, and everyone hopes they do not leave.

After the records are clean

  • Each person, program, and payment has one record your team can trust.
  • You review the move, and you can undo it, before anyone works from the new source.
  • The next portal or AI tool has something honest to sit on.

Related work

If leadership still needs a board brief, start with solution consulting. If the records are clean and AI needs a gate, see MCP development.

Solution consulting MCP development See data plumbing on Services

Next step

Tell us where the records live today.

A short call is enough to decide whether data plumbing, solution consulting, or a build should come first.

Plan the data work Book a 15-minute call