Technology Consultants

Map Yardi and MRI CAM data

Separate export fields from the source files still needed.

By Angel Campa, FounderUpdated July 15, 2026

I work as a principal engineer. I built the engine behind these audits. Each finding points to the lease clause and the bill line. Your team reviews and signs first.

Map Yardi and MRI CAM data

Use exports for context. Keep signed files as proof.

Build one neutral file map for either vendor. Then test stable keys.

Do not promise a CAMAudit connector. The client controls each export.

Yardi Smart Lease writes checked lease fields into Voyager. Its page also requires user review and approval.

MRI ProLease covers lease records, dates, duties, and work steps. Available fields depend on the client's setup.

Start with neutral keys

Map each vendor record to shared keys.

OSCRE provides common real estate entities. Use that idea for a vendor-neutral file contract.

Keep these keys on every row:

Key Plain meaning
Property key One site or property
Tenant key One lease party
Suite key One leased area
Lease key One signed lease record
Statement key One CAM bill year
Source key Original vendor record

Do not create keys from names alone. Names can change or repeat.

Store the source key beside your shared key. That makes a replay possible.

Export context fields

Ask the client which fields its tools can export.

The neutral contract can request these groups:

Group Candidate fields
Property Key, name, address
Tenant Key, legal name
Lease Key, start date, end date
Space Suite key, area field
Charge Account, date, amount
Statement Year, source record key
Status Active flag, export time

Your file plan requests these fields. Vendors may differ. Check each live export.

Do not infer an absent field. Mark it missing.

Keep source files outside exports

The CAM review still needs signed source files.

Keep these documents with the packet:

  • Signed lease
  • Signed lease changes
  • Landlord CAM statement
  • Charge support supplied for review
  • Prior statement when the lease test needs it

An export can point to a file. It does not replace the file text.

A lease date field may aid intake. The signed page still controls review.

A charge total may aid a tie out. The landlord bill shows the billed lines.

Record every field change

Many exports reshape values. Write those changes down.

Use a map with these columns:

source_system,source_field,source_key,target_field
change_rule,null_rule,owner,checked_date

Do not hide a combined field. Name how it was split.

Do not change currency, dates, or signs without a rule. Keep the old value.

The client system owner approves source changes. Your firm can flag a conflict.

Give each row a state

Use clear row states before full transfer.

State Meaning Next step
Checked Keys and source agree Keep row
Missing Needed field is blank Ask owner
Conflict Sources disagree Hold row
Changed A stated rule altered value Review rule
Rejected Row does not fit scope Record reason

Do not call every imported row clean. A loaded row may still be wrong.

JLL's CRE tech guide calls scale complex. The page explains how to organize for successful scaling.

This guide proposes these handoff states.

Test ten rows first

Choose ten rows from each available export.

The number is a test design choice. It is not a quality claim.

For each row, check:

  1. Property key
  2. Tenant key
  3. Lease key
  4. Statement year
  5. Source record key
  6. Linked source files

Stop if keys drift. Fix the map before adding more rows.

Also test a blank field and a conflict. A happy path is not enough.

Walk one sample handoff

This fictional sample uses made-up names.

Assume Cedar Tech serves West Bay Shops. The client exports a lease table.

Field Export value Source check State
Property key WB-14 Matches bill Checked
Tenant key T-882 Matches lease Checked
Lease key L-301 Matches lease Checked
Statement year 2025 Matches bill Checked
Suite area Blank Lease has value Missing

The missing area stops any area-based test. The source owner fixes the handoff.

The sample assumes no connector. It predicts no result.

Prove the handoff

Keep a small proof packet after testing.

It should include the export file and field map. Add row states and source links.

Also record the export time and client owner. Keep the original file unchanged.

Another reviewer must be able to replay your handoff.

A clean file load proves too little.

The PropTech firm pillar starts with the full offer. The tech consultant hub adds related system guides.

Map every lane with the system handoff guide. Send failed rows to the exception queue guide.

The PropTech ROI guide sets later proof stages. The Practice Growth hub lists more firm paths.

Where CAMAudit fits

Proptech consultants can add this review to the proof packet.

The proof packet stays with the client system owner. CAMAudit needs document copies, not a live vendor link.

Send neutral keys with the chosen lease and CAM files. Fixed math checks may identify cited items.

Your firm checks those items. It selects entries for the branded CAM audit. Your firm reviews and signs the final audit.

The firm then sends that audit. Client staff keep all export fixes.

An approved item may lead to a dispute letter draft. CAMAudit can prepare the draft.

The draft is not legal advice. Your firm reviews it.

Have counsel review before sending.

Use the service line guide to name the next owner.

Ready to add this work to your firm? Get started.

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