When testing flows locally, because of breadth first execution, my flow's mapped task is storing a large number of high-memory objects at the same time that cause memory error/segmentation fault. Is there a way to fix this?

No because the results of a map are collected either way even if you use depth first execution. See this . So the recommendation for big files is to save the object to a location and then return that so the memory footprint is much smaller