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I've heard that they'll be releasing a cheap Splunk-like service over CloudWatch for log searching, which will hopefully alleviate the issue.

There was this one time when we had trouble finding some errors on Cloudwatch logs. This one library was helpful, https://github.com/jorgebastida/awslogs

I hope so. it's almost useless as is