Magnesium-ion based batteries promise a competitive alternative to conventional lithium-ion battery technology. Batteries combining Mg metal anode with a suitable intercalation-based cathode can offer much higher volumetric energy density, as well as significant cost and safety benefits over lithium ion batteries. Recent first-principles and experimental reports have established that orthorhombic α-V2O5 is a promising intercalation cathode for Mg ion batteries. However, several crucial aspects of the intercalation phenomenon, such as the specific intercalation sites for Mg within α-V2O5 or the formation of different phases upon Mg insertion into α-V2O5 remain unclear. Further systematic characterization of the Mg intercalation behaviour is therefore required. This contribution will focus on systematic investigation of Mg intercalation into α-V2O5 by combining aberration-corrected scanning transmission electron microscopy (STEM) imaging, electron diffraction, electron energy loss (EEL) and energy dispersive x-ray spectroscopy (XEDS). More specifically, we will present a comparison of Mg insertion sites in two different samples: i) electrochemically cycled α-V2O5 cathode in a prospective full cell vs Mg metal anode and ii) chemically synthesized MgV2O5 sample. In the case of electrochemically cycled α-V2O5, our results determine the Mg intercalation sites and it is concluded that this sample exhibits the local formation of the ε-Mg0.5V2O5 phase, as predicted by earlier first-principles density functional theory (DFT) calculations [1]. Figure 1a) and b) present atomic resolution high-angle annular dark-field (HAADF) and annular bright-field (ABF) images, respectively, for the electrochemically-cycled orthorhombic α-V2O5 cathode. Simulated HAADF and ABF images for the DFT predicted ε-Mg0.5V2O5 phase are overlaid on the experimental STEM images. The structural model for the ε-Mg0.5V2O5 phase is shown in Fig 1(c). We will also show that the chemically synthesized sample presents the δ-MgV2O5 phase [2].Recent theoretical calculations have also predicted that the migration barrier for ionic intercalation can be decreased by exploiting different anion coordination environments in metastable vanadium oxide polymorphs, such as ζ-V2O5 [3]. Figure 2a) presents atomic-resolution HAADF image for ζ-V2O5 nanowires clearly showing the heavier V atoms and elucidating the tunnel structure for this novel polymorph; a structural model for the ζ-V2O5 phase is presented in Figure 2b). We have investigated the lithium intercalation in this tunnel-structured ζ-V2O5 polymorph, and will focus on showing that ζ-V2O5 nanowires show much better Li-cycling properties (i.e. reversibility) compared to orthorhombic α-V2O5 [4]. Moreover, Mg intercalation into ζ-V2O5 nanowires will be investigated in detail, comparing electrochemical performance at both low and high temperature cycling followed by systematic STEM characterization. The results obtained for this novel polymorph ζ-V2O5 will be directly compared with our previous work investigating Mg ...