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If the pieces have bounded diameter, tree-graded spaces behave like real trees in their coarse geometry (in the sense of Gromov), while allowing non-tree-like behavior within the pieces.
Tree-graded spaces were introduced by in their study of the asymptotic cones of hyperbolic groups.