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How Do We Onboard Estate Agencies When Their Data Is a Mess?

Proptech onboarding stalls when agency data arrives as broken exports and old spreadsheets. We build an import pipeline with checks, mapping and a review queue.

Updated 3 min readBy SpiderHunts Technologies

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Quick answer — TL;DR

Agency onboarding drags because every agency's export is different and full of duplicates, blank fields and addresses typed three ways, and your team cleans each one by hand. We build an import pipeline that maps each file to your model, checks it, fixes what can be fixed safely and puts the rest in a review queue for the agency to decide.

A signed agency and a folder of exports

The contract is signed and the agency wants to go live. What arrives is a zip file: a CRM export with properties, a spreadsheet of landlords kept by the lettings manager, a CSV of applicants with a column called notes 2, and a list of contractors that someone typed into Word. Addresses are in one field in one file and split across five in another. Some landlords appear three times with slightly different spellings.

Your onboarding person spends days in spreadsheets, writing formulas, asking the agency questions by email and waiting for answers. The agency's enthusiasm from the sales call fades while nothing visible happens, and your developers get asked to write one-off import scripts that are thrown away afterwards.

Why every import is a new puzzle

The mess is not a sign of a badly run agency. Agency data builds up over years, across software changes, staff changes and branches that each did things their own way. The problem on your side is that there is no repeatable path from whatever arrives to what your product needs.

  • Import scripts are written per agency, so nothing learned from one onboarding helps the next.
  • There is no agreed list of what must be right before go-live and what can be fixed later.
  • Duplicates and conflicts are resolved by your team, even though only the agency knows which landlord record is the real one.
  • Errors are found after go-live, when negotiators see wrong data in front of clients.

What slow onboarding costs a proptech startup

Revenue usually starts at go-live, so every week spent cleaning data is a week without it. Onboarding staff become the constraint on how many agencies you can sign, and they burn out doing repetitive work. And an agency whose first experience is wrong landlord details or duplicate applicants will judge your product on that, however good the rest of it is.

How we build a repeatable import pipeline

What we build is a pipeline that treats agency data as an input to be checked, not a file to be massaged by hand.

  1. An upload area where the agency or your team drops files, with column mapping saved per source, so the second export from the same CRM maps itself.
  2. Normalisation rules for the common problems: address parsing and postcode checks, phone and email formats, name casing, dates in mixed formats.
  3. Duplicate detection for landlords, vendors, applicants and properties, using name, email, phone and address together, with a confidence level on each suggested match.
  4. Validation against what your product needs: which fields are required for go-live, which are nice to have, and which records break a rule, such as a tenancy with no property.
  5. A review queue that the agency's own admin works through: confirm or reject each suggested merge, fill required gaps, and decide on records that conflict.
  6. A dry-run report before anything is written, and a single committed import with a record of what was created, merged and skipped.
Issue foundHandled by
Postcode missing but address completeAutomatic lookup, marked for spot check
Same landlord three timesSuggested merge, agency confirms
Tenancy with no matching propertyReview queue, agency decides
Date in an unreadable formatFlagged, original kept
Free-text notes columnImported as a note, not parsed into fields

We deliberately do not guess where guessing could put wrong information in front of a landlord or tenant. Uncertain records go to a person at the agency.

Onboarding the next agency

The next agency uploads its files. Most columns map automatically because another agency used the same CRM. The dry run shows what will import, what needs a decision and what is blocking go-live. The agency's lettings manager spends an afternoon on the review queue, because only they know which of the two Mrs Patels is the landlord of Flat 3. Your onboarding person checks the report, commits the import and moves on to training.

Checklist: is data holding up your go-lives?

  • Developers write a new import script for most new agencies.
  • Your team decides which duplicate records to merge on the agency's behalf.
  • There is no written list of what data must be right before go-live.
  • Agencies find data errors in their first week live.
  • The number of agencies you can onboard at once depends on one or two people.

FAQ

Frequently asked questions

The questions readers ask us after this guide.

Still have a question?

Ask us directly — a senior engineer will get back to you.

Ask about your project

Can the agency upload files themselves?

Yes. The upload and review screens are built for an agency admin, with your team able to step in when needed.

What about data in formats we have not seen?

A new source needs its column mapping set once. After that, later exports from the same source map automatically.

Will it merge records without asking?

Only where the match is exact and your rules allow it. Anything uncertain goes to the review queue for the agency to decide.

What do you need from us?

A few anonymised or permitted sample exports from recent onboardings, your required fields for go-live, and access to your import code if you have any.

Keep reading

More on Problems We Solve

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