Catalog only
Geospatial and satellite
NSO GIS.
Statistical geospatial layers and visualizations.
Public
GeoJSON/CSV/dashboard
Free public where exposed
Varies
2026-05-11
Public web, file, catalog, or documented endpoint access with no paid gate implied in the source profile.
page reference only
layer name, geometry type, CRS/projection, bounding box, feature attributes, resolution/scale, update date
Medium: useful public signal, but extraction can depend on dashboard or agency publishing patterns.
Runtime truth
Catalog only
Not yet
No runtime entity scope yet.
No live observation ingestion yet.
Not wired into active decisions yet.
Profiled in the atlas and public pages, but not yet connected to live graph computation.
How this helps travel recommendations
Improves map context, nearby pivots, route geography, protected-area context, coast exposure, and destination coverage.
Endpoint and API notes
Statistical geospatial layers and visualizations.
Open the source endpoint or documentation. Return to the Thailand data atlas.
Developer reference
Use OGC services, GeoJSON, SHP, STAC, PBF, or documented feature layers; record CRS, geometry type, and update date.
Refresh weekly or when the catalog metadata changes; many agency catalogs update irregularly.
Improves map context, nearby pivots, route geography, protected-area context, coast exposure, and destination coverage.
OpenStreetMap, Geofabrik, GISTDA, HDX, WorldPop, Protected Planet, Open Development Thailand, and official boundary layers.
Example request
# Source landing or publication page; inspect linked documents or resources before automation.
curl -L "https://nsogis.nso.go.th/"
Failure modes
- Large layers can be slow or tiled.
- CRS/projection mismatches can break maps.
- Feature names and boundaries can vary across sources.
- Dashboard markup or public-page layout can change without notice.
- Batch files can change schema, naming, encoding, or publication cadence.
- Geospatial layers can be large, tiled, or projection-specific.
Last checked and source confidence
Last checked: 2026-05-11.
Source confidence: Treat this profile as strongest for the exact role named above. It is weaker when the source is stretched into live availability, legal proof, or traveler-fit decisions it does not directly prove.