Based on BarryCarter's comment

Integrated Surface Database (ISD) from the National Climatic Data Center (NCDC)

The Integrated Surface Database (ISD) consists of global hourly and synoptic observations compiled from numerous sources into a single common ASCII format and common data model.

And the data

ftp://ftp.ncdc.noaa.gov/pub/data/ghcn/daily/