DevSecOps
Building security programs with limited headcount
The developer-to-security ratio is roughly 100:1. A framework for scaling AppSec impact through automation and enablement when hiring isn't the answer.
Jul 12, 20266 min read
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Securing Playwright E2E Tests in GitHub Actions Without Leaking Secrets
A 2025 supply-chain attack on tj-actions/changed-files hit 23,000+ repos and dumped secrets into public logs — the same CI patterns power most Playwright pipelines.
Jul 12, 20267 min read
DevSecOps
Piping security findings into your observability stack
OCSF just cleared ITU review for ratification by June 2026 — here's how to route vulnerability and scan data into Datadog or New Relic without drowning your on-call rotation.
Jul 12, 20266 min read
DevSecOps
Writing Rego policies for Kubernetes admission control and CI gates
Open Policy Agent graduated CNCF on Jan 29, 2021 — yet most teams still ship Rego with no default-deny, turning a policy gate into a rubber stamp.
Jul 11, 20268 min read
DevSecOps
Hardening a Java build pipeline in GitHub Actions
23,000+ repos leaked CI secrets when tj-actions/changed-files was hijacked in March 2025. Here's how to pin, OIDC, and sign a Java pipeline against that.
Jul 11, 20266 min read
DevSecOps
Where Security Gates Belong in Your CI/CD Pipeline
23.8 million secrets leaked on public GitHub in 2024 alone. The fix isn't more scanners — it's putting the right gate at the right stage and tuning out the noise.
Jul 11, 20267 min read
DevSecOps
Embedding security-by-design into DevSecOps risk management across the SDLC
NIST's SSDF turns 'shift left' into eleven concrete practices — but a framework on paper doesn't stop a bad merge. Here's how to make it enforceable.
Jul 10, 20267 min read
DevSecOps
Credential rotation playbook after npm worm exposure
A step-by-step rotation runbook for security teams exposed to the Shai-Hulud npm worm — what to revoke first, how to verify a credential is dead, and how to prevent a repeat.
Jul 9, 20266 min read
DevSecOps
Why developers stop trusting AI-generated vulnerability fixes
Trust in AI-generated code fell to 29% in 2025, yet 84% of developers keep using it anyway — the gap is a UX problem, not a model problem.
Jul 9, 20267 min read
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