Climate and Weather Data
Rainfall, temperature, evaporation and solar radiation drive streamflow, groundwater recharge, crop water use, drought and flooding. Almost every water study in South Africa starts with climate data.
This page helps you find the right dataset. Use the Which dataset should I use? tab to start from your task, or Compare datasets to search and filter more than 50 sources by type, resolution, period and cost. Datasets hosted on the WRO are tagged "Free – on WRO".
Free on the WRO
The South African Atlas of Climatology and Agrohydrology (SAAACA; Schulze, 2007) gives daily climate data per quaternary catchment for 1950–1999. Download it from the WRO data platform.
Measured station data from SAWS and ARC
The main near real-time measured networks are run by the South African Weather Service (SAWS) and the Agricultural Research Council (ARC). Their data usually costs money, but fees may be reduced or waived for postgraduate research.
ARC agro-climate network (about 500 automatic weather stations; hourly to yearly data, plus ET₀ and heat units): ask ARC-Natural Resources and Engineering for a price list via the Climate Monitoring Services page. Summaries for long-term stations are on the Agrometeorology Reports page. The network is described in Moeletsi et al. (2022).
SAWS: request data through the South African Weather Service.
DWS rainfall and evaporation stations are free: see DWS Hydrological Services.
When you request data, say what it is for, which stations or area you need, the period, and the time step (hourly or daily). Cite the provider in any publication.
How accurate are the free products?
Satellite, reanalysis and gridded products are convenient but have not been validated everywhere in South Africa. Errors are usually largest in the winter-rainfall region, in mountains and for daily extremes. For example, Pitman & Bailey (2021, Water SA 47(2)) found that CHIRPS performed poorly in the winter-rainfall region, while WR2012 rainfall did best overall.
Before relying on a gridded product, compare it with nearby gauges for your study area. If you have published a validation study for South Africa, let us know and we will list it here.
Explore without downloading
Climate Engine lets you view many of these datasets as maps or time series in your browser, with no coding needed.
ALL DATA SOURCES
Weather station data
Agro-climate weather station network – ARC-Natural Resources and Engineering; about 500 automatic weather stations; paid
Agri-Data Web Portal – ARC
Weather and climate data – SAWS; paid
Hydrological Services rainfall and evaporation stations – Department of Water and Sanitation; daily rainfall and pan evaporation; free
WeatherWeb – South African Sugarcane Research Institute; sugar-industry stations
Global Historical Climatology Network – Daily and Integrated Surface Database – National Centers for Environmental Information, US National Oceanic and Atmospheric Administration (NOAA); free global station archives
Station data – Trans-African Hydro-Meteorological Observatory
WeatherNet – Southern African Science Service Centre for Climate Change and Adaptive Land Management; southern African stations
South African datasets and portals
SAAACA daily data – hosted on the Water Research Observatory; daily, quaternary catchments, 1950–1999
Water Resources of South Africa 2012 Study (WR2012) – Water Research Commission; monthly catchment rainfall; free registration
Climate Information Portal – Climate System Analysis Group, University of Cape Town
National Climate Change Information System – Department of Forestry, Fisheries and the Environment
National Climate Change Response Database – Department of Forestry, Fisheries and the Environment
Open Data Platform – South African Environmental Observation Network
Satellite rainfall
Climate Hazards Group InfraRed Precipitation with Station data (CHIRPS) – Climate Hazards Center, University of California, Santa Barbara; 0.05°, daily, 1981–present
African Rainfall Climatology version 2 – NOAA Climate Prediction Center, served by the International Research Institute for Climate and Society (IRI), Columbia University; 0.1°, daily, 1983–present
Tropical Applications of Meteorology using SATellite data (TAMSAT) – University of Reading; ~4 km, daily, Africa
Integrated Multi-satellite Retrievals for GPM (IMERG) – Global Precipitation Measurement (GPM) mission, US National Aeronautics and Space Administration (NASA); 0.1°, half-hourly, near real-time
Multi-Source Weighted-Ensemble Precipitation (MSWEP) – GloH2O; 0.1°, 3-hourly, 1979–present
Reanalysis and gridded climate
ERA5 global reanalysis – European Centre for Medium-Range Weather Forecasts (ECMWF), via the Copernicus Climate Change Service (C3S); ~31 km, hourly, 1940–present
ERA5-Land – ECMWF, via C3S; ~9 km, hourly, 1950–present
Agrometeorological indicators from ERA5 (AgERA5) – C3S; daily weather for crop models
Prediction Of Worldwide Energy Resources (POWER) – NASA Langley Research Center; point downloads, ready for the Decision Support System for Agrotechnology Transfer (DSSAT)
Climatic Research Unit gridded Time Series (CRU TS) 4.09 – Climatic Research Unit, University of East Anglia; 0.5°, monthly, 1901–2024
TerraClimate – Climatology Lab, University of California, Merced; ~4 km, monthly, incl. water balance
Climatologies at High resolution for the Earth's Land Surface Areas (CHELSA) – Swiss Federal Institute for Forest, Snow and Landscape Research; ~1 km climatologies and futures
WorldClim – WorldClim project; ~1 km climatologies and futures
CLIMWAT 2.0 – Food and Agriculture Organization of the United Nations (FAO); for use with the CROPWAT model
Model-ready inputs for the Soil and Water Assessment Tool (SWAT)
Global Weather Data for SWAT – Texas A&M University; from the Climate Forecast System Reanalysis of the US National Centers for Environmental Prediction; 1979–2014
World Weather for Water Data Service – University of Guelph, Canada
Historical and climate change data in SWAT format – 2W2E GmbH; paid
Evapotranspiration and drought
Water Productivity through Open access of Remotely sensed derived data (WaPOR) v3 – FAO; actual evapotranspiration and water productivity
Operational Simplified Surface Energy Balance (SSEBop) actual evapotranspiration – US Geological Survey, for the Famine Early Warning Systems Network (FEWS NET)
Global Land Evaporation Amsterdam Model (GLEAM) – Hydro-Climate Extremes Lab, Ghent University
Global Standardised Precipitation-Evapotranspiration Index (SPEI) Drought Monitor – Spanish National Research Council
Global Drought Observatory – European Commission Joint Research Centre, Copernicus Emergency Management Service
Food security and climate outlooks – FEWS NET
Climate change projections
Earth Exchange Global Daily Downscaled Projections (NEX-GDDP-CMIP6) – NASA Center for Climate Simulation; daily, 0.25°, bias-corrected Coupled Model Intercomparison Project Phase 6 (CMIP6) projections
Coordinated Regional Climate Downscaling Experiment – Africa (CORDEX-Africa) – World Climate Research Programme
Working Group I Interactive Atlas – Intergovernmental Panel on Climate Change
Green Book – Council for Scientific and Industrial Research; municipal climate risk profiles
Climate Change Knowledge Portal – World Bank
Forecasts
Southern Africa Regional Climate Outlook Forum seasonal outlook – Southern African Development Community Climate Services Centre
Seasonal forecasts – C3S
Seasonal climate forecasts – IRI, Columbia University
Open charts – ECMWF
Windy forecast maps – Windyty SE
Platforms for analysis
Climate Engine – Desert Research Institute and University of California, Merced
Earth Engine Data Catalog – Google
Climate Data Store – C3S