The paper obtains error estimates for approximation by radial basis functio
ns on the sphere. The approximations are generated by interpolation at scat
tered points on the sphere. The estimate is given in terms of the appropria
te power of the fill distance for the interpolation points, in a similar ma
nner to the estimates for interpolation in Euclidean space. A fundamental i
ngredient of our work is an estimate for the Lebesgue constant associated w
ith certain interpolation processes by spherical harmonics. These interpola
tion processes take place in "spherical caps" whose size is controlled by t
he fill distance, and the important aim is to keep the relevant Lebesgue co
nstant bounded. This result seems to us to be of independent interest.