Create a simple script (using python requests, bash + curl, whatever), and invoke it a bunch of times on a large machine on EC2 using a bash program for example. you want a machine that can handle many of these scripts running simultaneously. use multiple instances if you must.
Not very sophisticated, but it'll tell you if your scaling/load-balancing/etc. is sufficient to do what you need it to do.
Not very sophisticated, but it'll tell you if your scaling/load-balancing/etc. is sufficient to do what you need it to do.