Reference

Datasets & sensors used across Spatial Research Suite.

A technical reference for the satellite and gridded data sources the platform draws on — resolution, revisit time, temporal coverage, and the original documentation for each, all accessed via Google Earth Engine's public data catalog.

Optical · Multispectral

Landsat 5 / 7 / 8 / 9 (Harmonized)

Resolution
30m
Revisit
16 days
Coverage
1984–present
Operator
USGS / NASA

The longest continuous, consistent optical satellite record available, making it the primary source for multi-decade trend analysis and long-baseline change detection.

Wulder, M.A., et al. (2019). Current status of Landsat program, science, and applications. Remote Sensing of Environment, 225, 127–147.
Analyze 40 years of Landsat in your browser →
Optical · Multispectral

Sentinel-2 (MSI)

Resolution
10m
Revisit
~5 days
Coverage
2015–present
Operator
ESA (Copernicus)

Finer spatial detail and more frequent revisit than Landsat, at the cost of a shorter historical record — well suited to recent, fine-grained analysis.

Drusch, M., et al. (2012). Sentinel-2: ESA's Optical High-Resolution Mission for GMES Operational Services. Remote Sensing of Environment, 120, 25–36.
Analyze Sentinel-2 in your browser →
Precipitation

CHIRPS

Resolution
~5.5km
Update
Daily
Coverage
1981–present
Operator
UCSB / USGS

Climate Hazards Group InfraRed Precipitation with Station data — blends satellite-derived rainfall estimates with ground station data for improved accuracy over data-sparse regions.

Funk, C., et al. (2015). The climate hazards infrared precipitation with stations – a new environmental record for monitoring extremes. Scientific Data, 2, 150066.
Map precipitation trends with CHIRPS →
Elevation

SRTM Digital Elevation Model

Resolution
30m
Type
Static (single-epoch)
Acquired
Feb 2000
Operator
NASA / NGA

Shuttle Radar Topography Mission — near-global elevation data from a single 11-day shuttle mission, still the most widely used free global DEM.

Farr, T.G., et al. (2007). The Shuttle Radar Topography Mission. Reviews of Geophysics, 45(2), RG2004.
Generate elevation & slope maps →
Population

WorldPop

Resolution
~100m
Update
Annual
Coverage
2000–present
Operator
WorldPop / University of Southampton

Modeled population density (people per pixel), derived from census data disaggregated using satellite-derived settlement layers — used for population-weighted zonal statistics.

Tatem, A.J. (2017). WorldPop, open data for spatial demography. Scientific Data, 4, 170004.
Run population-weighted zonal statistics →
Nighttime Lights

VIIRS Day/Night Band

Resolution
~500m
Update
Monthly composite
Coverage
2012–present
Operator
NOAA / NASA

Radiance from artificial lighting at night — commonly used as a proxy for urbanization intensity, economic activity, and electrification.

Elvidge, C.D., et al. (2017). VIIRS night-time lights. International Journal of Remote Sensing, 38(21), 5860–5879.
Map nighttime lights for your study area →
Radar · SAR

Sentinel-1 (C-band SAR)

Resolution
~10m
Revisit
~6–12 days
Coverage
2014–present
Operator
ESA (Copernicus)

C-band synthetic aperture radar. Because radar penetrates cloud and works day or night, Sentinel-1 is the go-to source for flood extent mapping during monsoon and storm events, when optical sensors are blinded by cloud cover. Backscatter (VV/VH) also responds to surface roughness and soil moisture.

Torres, R., Snoeij, P., Geudtner, D., et al. (2012). GMES Sentinel-1 mission. Remote Sensing of Environment, 120, 9–24.
Map flood extent with SAR →
Atmosphere · Air Quality

Sentinel-5P (TROPOMI)

Resolution
~3.5×5.5km
Revisit
Daily
Coverage
2018–present
Operator
ESA (Copernicus)

The TROPOspheric Monitoring Instrument measures trace-gas column densities — nitrogen dioxide (NO₂), carbon monoxide (CO), sulphur dioxide, ozone, and more — making it the standard free source for mapping air-quality patterns over cities and industrial regions.

Veefkind, J.P., Aben, I., McMullan, K., et al. (2012). TROPOMI on the ESA Sentinel-5 Precursor: A GMES mission for global observations of the atmospheric composition for climate, air quality and ozone layer applications. Remote Sensing of Environment, 120, 70–83.
Map NO₂ and CO for your region →
Surface Water

JRC Global Surface Water

Resolution
30m
Type
Occurrence / change
Coverage
1984–present
Operator
EC Joint Research Centre

A Landsat-derived record of where surface water has been present over nearly four decades — water occurrence, seasonality, and change. Useful for flood-vulnerability context, reservoir and lake monitoring, and separating permanent from seasonal water bodies.

Pekel, J.-F., Cottam, A., Gorelick, N., & Belward, A.S. (2016). High-resolution mapping of global surface water and its long-term changes. Nature, 540(7633), 418–422.
Explore surface-water history →
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