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Freestanding oxide membranes render these materials into tunable quasi\u20102D platforms that enable multifunctional and reconfigurable devices. This Review surveys recent advances in the research of freestanding oxide membranes, highlighting their coupled correlated properties. We focus on three development pathways: (i) strain\u2010free membranes, (ii) strained membranes, and (iii) van der Waals\u2010integrated heterostructures. This organization begins with the intrinsic properties of oxide membranes, then examines mechanical tuning, heterogeneous integration, and multiphysics coupling to provide a comprehensive account of the field's development. Finally, we evaluate practical challenges, including high\u2010quality surfaces, robust multiphysics coupling, wafer\u2010scale transfer, and silicon\u2010compatible heterogeneous integration. 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