Teams using Kubernetes for continuous integration pipelines are encountering misleading "no email" failures, often masking underlying issues. To improve diagnostics, the practice of assigning time budgets to each stage of the email delivery process—from API publication to inbox receipt—is being recommended. This approach allows for more targeted troubleshooting and avoids unnecessary retries, ultimately leading to a better understanding of where failures occur within the system.
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