Industry
Real Estate software.
A property portal is only as good as the freshness of its listings, and listing data arrives from sources that disagree with each other and with reality. The engineering problem is less about search than about reconciling feeds and proving what was advertised when.
What shapes the architecture
Constraints that are specific to this sector.
These are the things that would be wrong or meaningless if written about a different industry. They are design inputs, not compliance paperwork added at the end.
- 01
Listings decay, and stale ones cost trust
A sold property still showing as available is the fastest way to lose a buyer. Every listing needs a freshness contract — source, last verified, expiry — and a path to withdraw automatically.
- 02
Feeds conflict and none is authoritative
The same unit arrives from an agent, a portal and a developer with different prices and photos. Deduplication needs a deterministic match key and a documented precedence order, not a best guess.
- 03
RERA disclosure is legally enforced
In India, advertising a regulated project requires the RERA registration number and prescribed disclosures. That makes the listing form a compliance surface, and unregistered projects must be blocked from publishing.
- 04
Geospatial search is not text search
Radius, polygon and drive-time queries need real spatial indexing. Bolting location onto a text index produces results that are fast and wrong.
Typical work in real estate.
- Listing portals and search
- Agent and developer CRM
- Property management and tenancy
- Site visit scheduling
- Document and agreement workflows
- Valuation and comparables tooling
What it has to talk to.
- MLS / listing feeds
- RERA registries
- PostGIS
- Map providers
- e-Sign and KYC
Integration surfaces are where most sector projects actually fail. We treat each one as a boundary with its own translation layer, rather than letting an external format leak into the domain model.
Other sectors
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