Shift-left security with image scanning. Trivy, policy gates, and runtime integration.
Catching vulnerabilities in images before they run in production is a security best practice. Here’s how to do it.
trivy image --exit-code 1 --severity CRITICAL,HIGH myimage:tag
Image scanning is one part of defense in depth; combine with minimal images and supply chain signing.
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A working AWS security baseline, derived from the actual incidents we've had and the audit findings we've cleared.
Concrete systemd unit patterns that reduced flakiness: restart policies, resource limits, and structured logs.
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Production monitoring catches user-facing issues. CI failures stay invisible until someone notices the merge queue is stuck. The metrics and alerts that make pipelines observable.
Static thresholds on error rate produce noisy alerts. Burn-rate alerting flips the question to "are we burning the error budget faster than we can sustain?" — and pages only on real problems.
SBOMs and signed attestations sound like checkboxes until you need to answer "did this artifact come from our pipeline?" The minimum viable supply-chain story we run.