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- Scan running software, e.g. using [OWASP ZAP](https://www.owasp.org/index.php/OWASP_Zed_Attack_Proxy_Project)
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-**Automate** security testing — on every build if practical
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- Generate test data in a way that avoids including personally identifiable information
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- When granting roles to CI/CD tools, use different roles for the different stages in the deployment pipeline — for example so that a deployment meant for a development account cannot be performed against a production account
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