Two permutations σ and π are ℓ-similar if they can be decomposed into subpermutations σ (1) , . . . , σ (ℓ) and π (1) , . . . , π (ℓ) such that σ (i) is orderisomorphic to π (i) for all i ∈ [ℓ]. Recently, Dudek, Grytczuk and Ruciński posed the problem of determining the minimum ℓ for which two permutations chosen independently and uniformly at random are ℓ-similar. We show that two such permutations are O n 1/3 log 11/6 (n) -similar with high probability, which is tight up to a polylogarithmic factor. Our result also generalises to simultaneous decompositions of multiple permutations.