The document describes a new approach to interpolating climate data in Australia called ANUClimate. It provides high resolution (1km) daily and monthly climate surfaces for temperature, precipitation, solar radiation, wind speed and other variables from 1970-2011. The summaries will be delivered to the Research Data Storage Infrastructure (RDSI) by the end of 2013, improving temperature estimates by 25% and precipitation estimates by 7-15% compared to previous methods. The new approach uses an improved background-anomaly-interpolation method that can effectively model temperature and rainfall patterns and accounts for topography and coastal influences better than previous methods.