Galaxy clusters are the most massive gravitationally bound systems known. Their population provides most valuable cosmological information. To collect this information, clusters need to be physically characterized based on an understanding of their complicated structures. Galaxy clusters are predominantly composed by galaxies, by the intercluster medium (ICM) gas which fills the space between the galaxy members, and by dark matter. In virialized clusters, the ICM gas is heated to about 10^7 Kelvin and can be studied via its diffuse X-ray emission and via the thermal Sunyaev-Zel'dovich (tSZ) effect. Assuming hydrostatic equilibrium, the study of this ICM gas can reveal the depth and structure of the cluster potential that is shaped by the presence of dark matter. Alternatively, cluster gravitational potentials can be inferred from gravitational lensing, which is insensitive of equilibrium assumptions. Consequently, the joint analysis of different cluster observables provides complementary information on the physical state of the cluster gas and on the cluster geometry. I will present a method to reconstruct the projected gravitational potential of galaxy clusters from observations of the ICM gas (hereafter "HE potential"). This method adopts a polytropic relation for the stratification of the ICM, assumes hydrostatic equilibrium and a simple (but not necessarily spherical) cluster geometry. I will first discuss these assumptions. Then, given that gravitational potentials are local quantities, I will illustrate how the comparison of the HE potentials with the lensing potential may help us to probe locally the physical state of the cluster. Finally, I will show a method to reconstruct the projected potentials jointly constrained by X-ray and weak lensing observations.