I've not specifically used that fabric, but I've done others that stretch and roll (made a dress from stretch velvet and another from a crazy embossed crepe once upon a time).
Anyway, I used pins about every inch or so on my seams. Did not know about using glue sticks back then, but would definitely try that now.
Good luck!