OpenStreetMap Nominatim
Converts user-entered addresses into map-ready coordinates.
Role: geocoding and search center placement.About
Open datasets powering LandKoala
⚠️ Important Disclaimer
LandKoala is provided strictly for informational purposes only.
This tool is not intended to provide professional business, real estate, legal, or financial advice. The analysis and recommendations generated by LandKoala are based on publicly available data and algorithmic scoring alone and should not be relied upon as the sole basis for any business, investment, or location decisions.
No warranty or liability:
LandKoala is provided "as is" without any guarantee, warranty, or representation of any kind, whether express or implied. We assume no responsibility or liability for:
- The accuracy, completeness, or currency of any data displayed
- Errors, omissions, or inaccuracies in analysis or scoring
- Any decisions, investments, or actions taken based on outputs from this app
- Any business losses, damages, or adverse outcomes resulting from use of this tool
- Service availability, uptime, or uninterrupted access
OpenStreetMap Overpass
Retrieves nearby businesses and points of interest for competition analysis.
Role: competitor density and proximity signals.US Census ACS
Provides tract-level demographics used in baseline market scoring.
Role: population and median income context.Why this stack
- Free and open for MVP and moderate usage.
- Strong US coverage for demographic and POI overlays.
- Simple API integration with transparent scoring inputs.
Known limitations
- ACS values are periodic and not real-time.
- OSM completeness depends on local contributor coverage.
- Public endpoints can rate-limit under high request volume.