One thing that helped us a lot was setting

checkpoint_completion_target = 0.9 # up from 0.5 default

So the checkpoints get written out more evenly and cause less and shorter "stop the world" events. This was especially painful on Amazon EBS (which is a relatively bad idea by itself btw) with large shared memory size. Decreasing this actually improved performance for us.