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.
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 scope to what you already hold. No invented warehouse. No “big data” theatre.
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.
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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.
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02
Design the target record
One agreed shape for the entities that matter: members, programs, invoices, cases. Duplicate rules and required fields written down.
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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.
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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.
Fit check
Who this is for.
A fit
- You can point at the files and systems that hold membership, programs, or money today.
- Staff spend hours reconciling the same person across tools.
- You want ownership of the cleaned data and the migration path.
Not a fit
- A vague “data strategy” deck with no migration plan.
- Buying a new platform before you know what the records contain.
- Silent transforms nobody can audit.
- Locking your data in a vendor format you cannot export cleanly.
Related work
Plumbing often comes before the portal or the connector.
If leadership still needs a board brief, start with solution consulting. If the records are clean and AI needs a gate, see MCP development.
Next step
Tell us where the records live today.
A fit call is enough to decide whether data plumbing, solution consulting, or a build is the right door.