We construct a new family of random permutons, called skew Brownian permuton, which describes the limits of various models of random constrained permutations. This family is parametrized by two real parameters.For a specific choice of the parameters, the skew Brownian permuton coincides with the Baxter permuton, i.e. the permuton limit of Baxter permutations. We prove that for another specific choice of the parameters, the skew Brownian permuton coincides with the biased Brownian separable permuton, a one-parameter family of permutons previously studied in the literature as limit of uniform permutations in substitution-closed classes. This brings two different limiting objects under the same roof, identifying a new larger universality class.The skew Brownian permuton is constructed in terms of flows of solutions of some stochastic differential equations (SDEs) driven by two-dimensional correlated Brownian excursions in the nonnegative quadrant. We call these SDEs skew perturbed Tanaka equations because they are a mixture of the perturbed Tanaka equations and the equations encoding skew Brownian motions. We prove existence and uniqueness of (strong) solutions for these new SDEs.In addition, we show that some natural permutons arising from SLE-decorated Liouville quantum spheres are skew Brownian permutons and such permutons cover almost the whole range of possible parameters. The connection between models of constrained permutations and models of decorated planar maps has been intensively investigated in the literature at the discrete level; this paper establishes this connection directly at the continuum level. Proving the latter result, we also give an SDE interpretation of some quantities related to SLE-decorated Liouville quantum spheres.Summarizing, this paper relates the following three families of random objects: permuton limits of constrained permutations, flows of solutions of skew perturbed Tanaka equations, and SLE-decorated Liouville quantum spheres.We finally collect a series of intriguing open-questions on these new limiting permutons.