enjoythai.land

Geospatial and satellite

Google Earth Engine public catalog.

Satellite and geoscience datasets filterable to Thailand.

Commercial Earth Engine API Free for eligible noncommercial/research use Varies; many datasets update daily Open source
Runtime role

Catalog only

Access class

Commercial

Access type

Earth Engine API

Free status

Free for eligible noncommercial/research use

Cadence

Varies; many datasets update daily

Last verified

2026-05-11

Access class note

Usually needs payment, partner approval, or a commercial agreement before production use.

Used in layers

page reference only

Useful fields

layer name, geometry type, CRS/projection, bounding box, feature attributes, resolution/scale, update date

Reliability rating

Medium-high for discovery and context; operational reliability depends on endpoint stability.

Runtime truth

Runtime role

Catalog only

Production ready

Not yet

Entity scope

No runtime entity scope yet.

Observation scope

No live observation ingestion yet.

Decision scope

Not wired into active decisions yet.

Runtime note

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.

Developer reference

Best endpoint

Use OGC services, GeoJSON, SHP, STAC, PBF, or documented feature layers; record CRS, geometry type, and update date.

Recommended refresh

Refresh daily, or more often only when the source publishes explicit current-status fields.

Travel scoring role

Improves map context, nearby pivots, route geography, protected-area context, coast exposure, and destination coverage.

Comparable / backup source

OpenStreetMap, Geofabrik, GISTDA, HDX, WorldPop, Protected Planet, Open Development Thailand, and official boundary layers.

Example request

# Verify the documented geospatial endpoint before production use.
curl -L "https://developers.google.com/earth-engine/datasets" -H "Accept: application/json"

Failure modes

  • Large layers can be slow or tiled.
  • CRS/projection mismatches can break maps.
  • Feature names and boundaries can vary across sources.
  • 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.