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Things I learned while building, operating, modernizing, and occasionally debugging software that people actually depend on.

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Jun 10, 2025

3 min read

Real Engineering Lessons

Reducing Manual Deployment Work by 70%

Automating deployments saved time, but consistency was the bigger improvement. Releases didn’t depend so much on memory, individual machines and a checklist that only a few people understood.

CI/CDDockerKubernetesDevOpsEngineering Culture

NOTES FROMPRODUCTION.

Reducing Manual Deployment Work by 70%

NOTES FROM
PRODUCTION.