I am presently working on exactly this.
I am using climate reanalysis data, to fill in the 'empties' since my climate stations are far away from each other. Or, sometime, I have N/A's in my series that I would like to fill-in or relate.
From the Copernicus site:
Climate reanalyses combine past observations with models to generate consistent time series of ...