Bingo! I did serialize data structures and put them in my tests. In my case it was Python so everything was serialized into a readable textual format. Maybe use snappy compressed json? Being purely functional and having a fairly flat data structures really helped, I didn't have to serialize very far down. Another side effect of being flat is the garbage collector has less work to do. Reallocate early and often!