To understand, assess, and model climate change and its impacts, observations of past and present conditions are required. We focus on developing high quality, baseline climate data sets for different user communities, gap-filling of missing hydrometeorological time series, estimation of climate variables at ungauged sites, understanding historical trends, variability, and evaluating uncertainties in existing observational products.