For interpolation, the xarray documentation says: "linear and nearest methods return arrays including NaN, while other methods such as cubic or quadratic return all NaN arrays." You can also refer to the reference below for solutions.

Reference: https://docs.xarray.dev/en/latest/user-guide/interpolation.html#interpolating-arrays-with-nan