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According to docs it is possible to run in a private vpc. Double check your vpc has dns enabled (enableDnsSupport) and you have chosen the "Enable DNS name" option when creating the vpc endpoints (elasticbeanstalk and elasticbeanstalk-health)
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hmm, it seems no matter how I try, the error will always be "missing the internet gateway". I checked with AWS support and this is what they replied:
Reference: https://github.com/aws/elastic-beanstalk-roadmap/issues/47
Anyone here actually created one successfully?