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Hi, what about AWS Fault Injection Simulator ?
See this blog for its used with RDS: https://aws.amazon.com/blogs/devops/chaos-experiments-on-amazon-rds-using-aws-fault-injection-simulator/
About FIS: https://aws.amazon.com/fis/
It should bring you the automation and repeatability that you are looking for
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