I found the solution. The load balancer was configured with a default 
timeout of 30 seconds.

Based on further testing, while the number of responses the client received 
before receiving the RST_STREAM frame still varied, I saw that this 
consistently occurred after approximately 30 seconds. Searching explicitly 
for timeouts, I found a StackOverflow question (see 
https://stackoverflow.com/questions/44601191/kubernetes-on-gce-ingress-timeout-configuration)
 
pointing me into the right direction.

Google's documentation does not talk about that default timeout. At least I 
did not find it.

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