Abstract. The region of southern Africa (SAF) is highly vulnerable
to the impacts of climate change and is projected to experience severe
precipitation shortages in the coming decades. Ensuring that our modeling
tools are fit for the purpose of assessing these changes is critical. In
this work we compare a range of satellite products along with gauge-based
datasets. Additionally, we investigate the behavior of regional climate
simulations from the Coordinated Regional Climate Downscaling Experiment
(CORDEX) – Africa domain, along with simulations from the Coupled Model
Intercomparison Project Phase 5 (CMIP5) and Phase 6 (CMIP6). We identify
considerable variability in the standard deviation of precipitation between
satellite products that merge with rain gauges and satellite products that
do not, during the rainy season (October–March), indicating high observational
uncertainty for specific regions over SAF. Good agreement both in spatial
pattern and the strength of the calculated trends is found between satellite
and gauge-based products, however. Both CORDEX-Africa and CMIP ensembles
underestimate the observed trends during the analysis period. The CMIP6
ensemble displayed persistent drying trends, in direct contrast to the
observations. The regional ensembles exhibited improved performance compared
to their forcing (CMIP5), when the annual cycle and the extreme
precipitation indices were examined, confirming the added value of the
higher-resolution regional climate simulations. The CMIP6 ensemble displayed
a similar behavior to CMIP5, but reducing slightly the ensemble spread.
However, we show that reproduction of some key SAF phenomena, like the
Angola Low (which exerts a strong influence on regional precipitation),
still poses a challenge for the global and regional models. This is likely a
result of the complex climatic processes that take place. Improvements in
observational networks (both in situ and satellite) as well as continued
advancements in high-resolution modeling will be critical, in order to
develop a robust assessment of climate change for southern Africa.