Real Estate / Data
Contact Data Deduplication & Sync Platform
A platform that unifies contact data across Microsoft Exchange and SoftPro, deduplicating, synchronizing, and centralizing records for real estate operations, with a review step before anything merges.
- Role
- Platform development, systems integration, QA, and user training
- Microsoft Exchange
- SoftPro
- Bidirectional sync engine
- Deduplication and match review
The challenge
What the business was running into
- Contact data was siloed across Microsoft Exchange and SoftPro with no reliable synchronization, so duplicates accumulated over years of parallel operation
- Updates made in one system weren't reflected in the other, creating a permanent state of inconsistency that staff had to work around manually
- Staff spent significant time resolving data conflicts that the systems themselves were generating, a compounding problem with no natural ceiling
- Merging contacts automatically carries its own risk, because a wrong merge destroys history in a way a duplicate never does
The approach
A real estate firm was running its contact data across two systems of record, Microsoft Exchange and SoftPro, with no reliable synchronization between them. Duplicates had accumulated over years of parallel operation, updates made in one system never reached the other, and staff had built habits around the mess: check both, trust neither, retype what you need.
The obvious fix is a deduplication script, and the obvious fix is wrong. Contact data is not a spreadsheet to be tidied once. It is generated continuously by two systems that will keep disagreeing tomorrow, so the cleanup has to run continuously too. The platform treats synchronization and deduplication as permanent processes rather than a migration task, which is why the duplicate count stayed near zero instead of creeping back within a quarter.
The other half of the design is knowing when not to act. Automatic merging is quick until the day it collapses two people who share a surname and an office address, and unlike a duplicate that mistake destroys history nobody can reconstruct. So confident matches merge on their own, uncertain ones surface for review, and conflicting updates from the two systems collect in a queue the operations team works through with enough context to decide which version wins. The team was trained on that queue as part of delivery, because the exceptions are exactly the part that cannot be handed over as a black box.
Key capabilities
What the system does
Bidirectional integration
Live synchronization between Microsoft Exchange and SoftPro ensures updates made in either system propagate automatically, with no manual export or import required.
Deduplication engine
Continuously identifies candidate duplicates using matching logic tuned to how contact records actually differ, running as an ongoing process rather than a one-time cleanup.
Review before merge
Candidate merges surface for review before they are applied, so a person confirms the match on anything the rules are not certain about. Automatic merging is fast until the day it quietly destroys a record nobody can reconstruct.
Conflict queue
Conflicting updates from the two systems collect in a queue the operations team works through, with the context needed to decide which version wins rather than a guess buried in a log file.
Centralized canonical record
One verified record per contact, deduplicated and kept in sync across every integrated system, so staff stop checking two places before picking up the phone.
Handed over with training
Delivered with training sessions for the people who run the queue day to day, because a tool that resolves edge cases is only useful if the team is confident using it.
Outcome
Clean, consistent contact data across every system, with duplicates eliminated continuously rather than in a one-time cleanup that decays.
Results
What changed for the business
Near-zero duplicates
Within weeks of deployment, duplicate contact volume dropped to near zero, and the deduplication engine keeps it there continuously.
Hours saved weekly
Staff stopped checking multiple systems before making contact, recovering time previously lost to manual reconciliation and data verification.
Merges the team trusts
Because uncertain matches go to a person rather than straight through, the team trusts the merged record, which is what makes a single source of truth actually usable.
Scales automatically
The sync layer has absorbed a growing contact database without requiring manual intervention or configuration changes as the business expanded.