DataProduct
How we normalize vehicle data
A behind-the-scenes look at why consistent make, model, and year fields matter for a public car database.
Coriozo Editorial4 min read
Public vehicle references fall apart when the same manufacturer is spelled three different ways. Coriozo treats normalization as a first-class concern so list pages stay trustworthy.
Why slugs matter
Every vehicle gets a stable slug you can link to from forums, spreadsheets, or your own apps. When details change, the slug stays the same so external links do not rot.
What is coming next
- Richer trim and option packaging
- Better deduplication across regions
- APIs for builders who outgrow CSV exports