Include board margin in PDF output
Turns out, Altium doesn't use a layer for board shape which is defined separately. But it's possible to copy the board outline to a mechanical (or any) layer using the command Create Primitives from Board Shape under Design->Board Shape while in the 2D layout mode. This is useful when generating gerbers as well.