I have a application running on multiple EC2 instances and served by Apache Tomcat. I've set up an AWS Elastic Load Balancer in front of the application, and everything basically works as expected. However, I will occasionally get a random 504 timeout error from the ELB. This doesn't seem to be related to load, as I've seen the errors under light load and heavy load. Also, it doesn't seem to occur in any regular pattern or situation.
Earlier in my testing, I was getting 504 errors because my application was taking longer to respond than the default 60 second timeout on ELB. I resolved that by bumping up the ELB timeout to the level necessary for my app. However, the 504 errors I'm getting now are happening very quickly. So, for example, one error I saw was on a request with a response time of about a second. It seems odd to be getting a timeout error when the request can't possibly have timed out on the application server.
This may be a similar issue to this question, though I couldn't quite tell from the information presented. Also, I don't have an additional load balancer in the mix, just ELB straight to Tomcat.