MLS & Market Data Platform
RESO Web API and IDX feeds ingested, normalized across multiple MLSs, and served as one queryable dataset that your applications and models can depend on.
- Segment
- All segments
- Discipline
- Data Infrastructure
- Typical build
- 6–10 weeks
- Profile
- 04 of 06
/ The problem
Every multi-market operator hits the same wall: two MLSs describe the same field three different ways, addresses never match, and a feed goes stale on a Friday without anyone noticing until Monday. Every downstream product inherits that mess.
/ Architecture
5 stages, each one observable and individually replaceable.
- 01Replicate
Incremental RESO Web API sync with change tracking, backfill, and per-MLS rate limiting.
- 02Normalize
Field mapping to a canonical schema; property types, statuses, and units reconciled across sources.
- 03Resolve
Address standardization and entity resolution so a listing, a parcel, and a CRM record become one property.
- 04Enrich
Parcel, permit, demographic, and transaction history joined onto the canonical property record.
- 05Serve
Read APIs, a warehouse schema, and vector indexes for retrieval — all from one lineage-tracked source.
Stack
What people actually use
- Internal search and property lookup
- Analytics warehouse tables with documented lineage
- Retrieval index powering downstream AI features
- Feed health dashboard with staleness alerting
How we know it works
- Feed freshness and sync lag per MLS
- Entity resolution precision on a labeled sample
- Schema drift incidents caught before downstream impact
- Query latency at the serving layer
Baselines are captured during discovery so the effect of the system is measurable against the process it replaced — not asserted afterward.
/ Build this
Want one of these
running in your operation?
Thirty minutes. We map one workflow, size what fixing it is worth, and tell you honestly whether we're the right build partner for it.
Engagement profile
- First build
- One system, 6–12 weeks, production-ready
- Team
- Senior engineers only — no offshore handoff
- Stack
- TypeScript, Next.js, Postgres, Python, LLM infra
- You keep
- Source, data, infrastructure, documentation
