Let \(\Omega \subset {\mathbb {R}}^n\) be non-empty, open and proper. This paper is concerned with \(Wb_p(\Omega )\) , the space of p-integrable Borel measures on \(\Omega \) equipped with the partial transportation metric introduced by Figalli and Gigli that allows the creation and destruction of mass on \(\partial \Omega \) . Alternatively, we show that \(Wb_p(\Omega )\) is isometric to a subset of Borel measures with the ordinary Wasserstein distance, on the one point completion of \(\Omega \) equipped with the shortcut metric \(\begin{aligned} \delta (x,y)= \min \{\Vert x-y\Vert , {\text {dist}}(x,\partial \Omega )+{\text {dist}}(y,\partial \Omega )\}. \end{aligned}\) In this article we construct bi-Lipschitz embeddings of the set of unordered m-tuples in \(Wb_p(\Omega )\) into Hilbert space. This generalises Almgren’s bi-Lipschitz embedding theorem to the setting of optimal partial transport.