2026
World Hot Springs
Worldwide directory — automated data pipeline & SEO
A directory of hot springs, geysers and thermal bathing sites worldwide — 1,477 springs across 69 countries, each mapped, described and photographed.
The problem
Information about the world’s hot springs is scattered — a paragraph on a travel blog here, a data point in an open dataset there, a photo somewhere else. There was no single, structured place to find where thermal springs are, what they are like, and see them on a map.
What I built
- An automated pipeline that sources hot-spring locations and facts from open data (Wikidata) and pulls correctly-licensed photography from Wikimedia Commons.
- Enrichment and normalisation into a clean dataset — location, country, description and imagery per spring — across 1,477 sites in 69 countries.
- Programmatic pages for every spring and country, each with maps, photos and structured data for search engines.
- A content-quality rule that keeps thin pages out of the search index, so only substantial pages are exposed to Google.
- The full stack and hosting underneath, served through Cloudflare.
The result
A live, browsable directory of the world’s hot springs, generated and kept current from open data rather than entered by hand — which is what makes it possible to cover 1,477 sites across 69 countries as a solo build.
The interesting part is the pipeline: turning messy open data and mismatched photo licences into one consistent, mappable dataset — and being disciplined about only indexing pages that are genuinely useful.
