This work focuses on the in operando study of gold NPs supported on TiO2(110) during the CO oxidation reaction. Its goal is the understanding of the catalytic properties of gold appearing at the nanometer scale. The geometrical and structural parameters of gold nanoparticles were measured in the presence of 20 mbar of oxygen or argon, of 0.1-0.2 mbar of CO and reaction conditions (oxygen + CO at 473 K), by GISAXS and GIXD, by simultaneously tracking the gas composition by mass spectrometry. Exposure to the reaction mixture triggers an instantaneous evolution of nanoparticles with an increase in their average size which varies in the same way that the catalytic activity. Contrariwise, oxygen and CO don't cause any changes and only the temperature has an effect. These evolutions show the importance of in operando measures to determine the relationship between the size and activity of nanoparticles. The variation of catalytic activity depending on the diameter exhibits a maximum for particles of 2 nm in diameter and 1.4 nm in height. Above this maximum, it follows a power law of the diameter, d-2.4 ± 0.3, as expected for active sites located on the atoms of low coordination number. X-ray diffraction shows that during the reaction, the nanoparticles retain the FCC structure of the gold crystal, but the inter-plane distance contracts when the particle size decreases, which leads to the drop of the activity below 2 nm. However, other parameters may also have a negative effect on reactivity, such as the particle shape and the fact that the smaller the particles, the more they congregate on the edges of the substrate step. The similarity of the sizes obtained by GISAXS and GIXD, and their behavior under reactant gases indicates that the particles measured by both techniques are the same. In addition, the strong correlation between the activity variation and the evolutions observed by GISAXS shows that the active particles are those scanned by the X rays. The comparison of our results with those already published shows that the behavior we have described on the dependence of the catalytic activity of gold nanoparticles on TiO2, for CO oxidation reaction, is representative of the properties of this system. However, it is necessary to check experimentally how the results obtained at 473 K can be extrapolated to room temperature. The installation of a new reaction chamber in our setup has to allow us to gain an order of magnitude in sensitivity and make possible such a study. Keywords: Catalysis, gold nanoparticles, GISAXS, X-ray diffraction, in operando, oxidation of CO