Commercial Real Estate Asset Intelligence Platform
Client: TerraMetric Capital (Institutional Property Investment Fund)
Building an interactive geospatial platform capable of rendering and filtering 100,000+ commercial parcel records with sub-50ms query responses.
The Problem
Investment analysts spent hours cross-referencing zoning records, flood maps, and tax databases across slow, disconnected government websites.
Key Constraints
- •Massive vector dataset rendering without browser crashes
- •Complex multi-polygon spatial intersection queries
Technical Approach & Execution
Utilized Mapbox GL with customized vector tile servers and PostgreSQL PostGIS spatial indexing paired with a responsive Next.js analytics dashboard.
Vector Tile Generation & Dynamic Layering
Built custom vector tiling pipelines that serve gigabytes of zoning and parcel data at 60 FPS in modern browsers.
Complex Spatial Filter Engine
Created a visual query builder allowing analysts to combine geographic boundaries, cap rates, and property sizes in real time.
Cloud & Deployment
- Next.js App Router on Cloudflare Pages
- PostgreSQL + PostGIS on AWS RDS
- Vector Tile CDN Cache
Tools & Languages
Key Engineering Lessons Learned:
- •Offloading polygon intersection calculations to PostGIS preserved snappy frontend interactivity
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