Google App Engine Cloud Tasks - 503 Request was aborted after waiting too long to attempt to service your request

Question

I have a push queue with the following configuration:

Rate limits
-----------------
Max rate - 500/s
Max concurrent - 8
Max burst size - 100

Retry parameters