Platinum nanoclusters highly dispersed on g-alumina are widely used as heterogeneous catalysts. To understand the chemical interplay between the Pt nanoparticles, the support, and the reductive atmosphere, we performed X-ray absorption near edge structure (XANES) in situ experiments recorded in high energy resolution fluorescence detection (HERFD) mode. Spectra are assigned by comparison with simulated XANES spectra on models obtained by molecular dynamics (DFT-MD). We propose platinum cluster morphologies and quantify the hydrogen coverages compatible with XANES spectra recorded at variable hydrogen pressures and temperatures. Using cutting-edge methodologies to assign XANES spectra, this work gives unequalled atomic insights into the characterization of supported nanoclusters.Better knowledge of oxide-supported metal nanoclusters is of paramount fundamental and technological importance especially in the field of energy. [1] In particular, highly dispersed platinum nanoparticles supported on g-alumina are widely used as heterogeneous catalysts, from the laboratory scale to the industrial plant. [1c, 2] Their reactivity and selectivity are intimately related to the local geometry and the electronic density of the active sites. As hydrogen is often present in the reactive medium, the metallic nanoparticles are in interaction with both the g-alumina support and the reductive environment. On such catalysts, the particles are typically sub-nanometric, [3] and the metal sites are even more sensitive to the chemical environment. [4] Herein we show that it is now possible to characterize such systems at the atomic level and in situ. To elucidate their structural and electronic properties, we use X-ray absorption near edge structure (XANES) experiments recorded in high energy resolution fluorescence detection (HERFD) [5] mode. A reasonable quantitative assignment is proposed thanks to ab initio simulations performed on structural models provided by density functional theory molecular dynamics (DFT-MD) approach.XANES is one of the most appropriate analysis technique to study the local geometry, the oxidation state, and even the electronic structure of nanoclusters, in situ. [6] However, the number of parameters involved and the lack of reference spectra to compare with, makes the need of simulations mandatory to gain quantified insights from experimental data. Typically the unknowns are the atomic positions and the hydrogen coverage, in addition to the fact that the nanoparticles can be adsorbed on different sites and faces of the supporting material. To date, simple models for clusters of well-defined morphology, [3a, 4b, 7] scarcely accounting for schematic support [6a,d, 7, 8] and adsorbate [6d, 8, 9] effects are used in this purpose. More recent studies [10] deal with the effect of adsorbates on supported platinum sub-nanometric particles by XANES spectroscopy. They underline the strong need of more accurate molecular models (including models of the support) to help the interpretation. Herein, we assign in situ ...