We report the electronic and local structural investigation of double pervoskites Sr2−xLaxCoNbO6 (x = 0-1) using x-ray absorption near edge structure (XANES) and extended x-ray absorption fine structures (EXAFS) at the Nb, Co, and Sr K-edges. The ab initio simulations and detailed analysis of the Nb and Co K-edge XANES spectra demonstrate that the observed pre-edge features arise from the transition of 1s electrons to the mixed p−d hybridized states. We reveal a z-out Jahn-Teller (JT) distortion in the CoO6 octahedra, which decreases monotonically due to an enhancement in the JT inactive Co 2+ ions with x . On the other hand, the z-in distortion in NbO6 octahedra remains unaltered up to x = 0.4 and then decreases with further increase in x. This sudden change in the local coordination around Nb atoms is found to be responsible for the evolution of the antiferromagnetic interactions in x 0.6 samples. Also, we establish a correlation between the degree of octahedral distortion and intensity of the white line feature in the XANES spectra and possible reason for this are discussed. More interestingly, we observe the signature of KN1 double electron excitation in the Sr K-edge EXAFS spectra for all the samples, which is found to be in good agreement with the Z+1 approximation. Further, the Co L2,3 edge shows the reduction in the crystal field strength and hence an increase in the charge transfer energy (∆ct) with the La substitution.