← back

Austin Daycare Finder

My wife and I are evaluating daycares for our boy. I have no clue what kind is best. So I built this to see what's actually out there.

View the tool → Austin Daycare Finder dashboard showing 87 daycares mapped, educational approach filters, and Leaflet map with custom pin types across west Austin
133
Daycares discovered
16
With published pricing
$0.06
Total spend
~2h
Build time

The tool uses an Apify Google Maps scraper, orchestrated through Claude Code.

You give it an address or two (like home and work) and it scrapes every daycare in range.

For each daycare the scraper identifies, it visits the website and extracts what's unique about the place, the pricing if it's published, opening hours, and any available tour info.

The first scrape came back with flawed results.

Digging into the data, I realized Google was capping results and biasing toward big high-review centers. I never gave that as a requirement in the JSON, but it's a good reminder. AI doesn't always think about details the same way you do.

A good lesson for any scrape:

  1. Start small.
  2. Run a local geo manually first.
  3. Look at every result personally before you scale.

Otherwise you risk burning credits ($) on bigger statewide or nationwide scrapes using bad logic, and end up with imperfect data anyway.

How it's built

Pipeline

Discovery
Apify Google Places, 3 concentric searches
Site scrape
Playwright headless Chromium
Enrichment
Gemini 2.0 Flash via OpenRouter
Hosting
Render Static Site, auto-deploy on push

Stack

Frontend
Vite + React 18 + TypeScript
Map
Leaflet + OpenStreetMap
Styling
Tailwind v4
State
Zustand

Notes

Most daycares don't publish pricing. Most of them are faith-based. Two things I didn't know going in.