Title: Averaging the luminosity distance in a perturbed FLRW Universe: from theory to observations Abstract: What happens to the luminosity distance when we consider a stochastically inhomogeneous Universe and, at a fixed redshift, we average it over the sky ? I will try to give the answer to this physically relevant question by presenting a recent formalism, namely the "covariant averaging over the past light-cone of a geodesic observer", in the context of a perturbed FLRW Universe. I will use it in a system of coordinates (the "geodesic light-cone coordinates") very well adapted to such kind of calculations and will arrive to the luminosity distance at second order in the Poisson gauge (for scalars, vectors and tensors) necessary to this computation. The application range of this last relation is broad: going from SW and ISW studies to lensing and redshift space distortions. Using these derived tools, I will show how the luminosity distance is affected, describing a small shift (~10^{-3}) in its average but a much broader standard-deviation (depending on the power spectrum used to describe the inhomogeneities), leading to a potentially "precision threshold" at percent level on the measurement of d_L and thus of the dark energy parameter. I will then conclude (if time authorize it) on the importance of the observables themselves when averaged over stochastic inhomogeneities, a distinction not present in homogeneous models.