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DevSecOps

Hardening CI/CD Pipelines End to End

A leaked Codecov credential let attackers read CI secrets from 23,000+ customers for two months in 2021. Here's how to close every stage of that gap.

Jul 8, 20268 min read
DevSecOps

A hands-on introduction to Rego for Kubernetes admission control

OPA graduated CNCF on January 29, 2021, and Rego v1 became the default syntax in OPA v1.0.0 (Dec 2024) — here's how to write your first admission-control policies.

Jul 8, 20266 min read
DevSecOps

Rego for intermediates: combining rules with AND/OR and writing actionable error messages

Rego has no `&&` or `||` operators — AND is implicit, OR means writing the same rule twice, and most teams miss both until a policy silently passes.

Jul 8, 20267 min read
DevSecOps

Rego for security engineers: a beginner's guide to OPA policy

Rego graduated from Styra research project to a CNCF-graduated standard in under five years. Here's how to write your first real OPA/Conftest policy.

Jul 8, 20267 min read
DevSecOps

Wiring SAST Findings Into ITSM: The Overlooked Lever for MTTR

The 2026 Verizon DBIR found median patch time hit 43 days, up from 32 — and much of that gap is ticket handoff friction, not fix difficulty.

Jul 8, 20266 min read
DevSecOps

A framework for scaling risk-based AppSec across many teams

40,009 CVEs were published in 2024 alone — a 38.83% jump over 2023. No security team can triage that volume by hand across dozens of engineering teams.

Jul 8, 20267 min read
DevSecOps

Security error budgets: gating risk instead of blocking everything

Google's SRE teams have spent an error budget on reliability since 2016 — applying the same model to security turns blanket blocking into risk-weighted gating.

Jul 8, 20267 min read
DevSecOps

Why semantic versioning and release channels matter for security tools

A backdoor sat in xz-utils 5.6.0 and 5.6.1 for weeks before Andres Freund caught it — stable distro channels, not luck, kept it out of most production systems.

Jul 8, 20266 min read
DevSecOps

Building a shift-left security culture developers actually buy into

Log4Shell sat in most Java codebases for years before Dec 2021 — shift-left tooling alone didn't stop it. Culture, placement, and incentives are what make it work.

Jul 8, 20267 min read
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