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    Website Design & Development
    Product

    SaaS / Real Estate Data

    A foreclosure-notice SaaS: county scrapers to Stripe subscriptions

    Foreclosure notices are public record scattered across county legal pages in inconsistent formats. Investors pay for that data to arrive clean, mapped, and early. This platform makes that pipeline a product.

    Real Estate / Data
    7 months
    A foreclosure-notice SaaS: county scrapers to Stripe subscriptions screenshot 1

    The Product

    What It Does

    Foreclosure notices are public record scattered across county legal pages in inconsistent formats. Investors pay for that data to arrive clean, mapped, and early. This platform makes that pipeline a product.

    Under the Hood

    How It Works

    Scrapers collect county legal notices and enrich each property with data from natively built property-site scrapers that replaced a paid third-party API. The frontend puts results on a map with price-bubble pins, filters, favorites, custom lists, and lead tools. Monetization is per-county subscriptions: Stripe products are generated per county and tier with server-side price resolution, and a single checkout can cover multiple counties.

    Deep Dive

    About the Project

    ## What we built A subscription data product for real estate investors: automated county notice collection, property enrichment, a map-first search experience, and county-based Stripe billing. ## Tech FastAPI with SQLAlchemy and MySQL plus Stripe on the backend, Vue 3 with Leaflet and Chart.js on the frontend, a separate scraper orchestration service, an S3 image service, and EC2 with RDS behind GitHub Actions CI. ## Results 17 backend models, per-county productized billing, native property scrapers that removed a recurring API bill, and 7 months of continuous development across 897 commits. ## What is next More counties, and behavior-driven lead scoring from the user analytics tables already in place.

    The Outcome

    Results

    County legal-notice scraping enriched with natively scraped property data replacing a paid API

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    per-county per-tier Stripe products with server-side price resolution

    multi-county single checkout

    interactive map with price-bubble pins and custom filters

    17 backend models

    897 commits across two repos from December 2025 to July 2026

    Technologies Used
    Python
    MySQL
    Javascript
    AWS

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