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02/08/2026 12:19 pm
TL;DR: DevSecOps best practices work by shifting security into discovery, prevention, policy enforcement, prioritisation, and reporting across the SDLC, according to Veracode. Nearly half of organisations still carry critical security debt, making continuous pipeline control a governance problem, not just a tooling choice.
NHIMG editorial — based on content published by Veracode: DevSecOps Best Practices: How to Integrate Security into Your DevOps Pipeline
By the numbers:
- The 2025 State of Software Security report revealed that nearly half of organizations have critical security debt.
Questions worth separating out
Q: How should teams choose DevSecOps tools for CI/CD pipelines?
A: Start with the risk class you can catch earliest and with the least friction.
Q: Why do application security programmes accumulate security debt?
A: Security debt grows when teams detect more flaws than they can prioritise and fix, especially when ownership is unclear or release pressure delays remediation.
Q: What do security teams get wrong about pipeline policy enforcement?
A: The common mistake is using the same policy thresholds for every application.
Practitioner guidance
- Inventory the full application and dependency estate Map applications, microservices, third-party libraries, API usage, and ownership before you automate more controls.
- Embed scans directly into the CI/CD workflow Run SAST, SCA, container, and Infrastructure as Code checks on commits and pull requests so issues appear where developers already work.
- Write policy-as-code for risk tiers Set different severity thresholds for internet-facing, regulated, and internal applications, then version-control the policy files and enforce them automatically.
What's in the full article
Veracode's full guide covers the operational detail this post intentionally leaves for the source:
- Step-by-step rollout guidance for discovery, prevention, prioritisation, and reporting across the SDLC.
- Practical examples of how to configure SAST and SCA controls inside developer workflows and CI/CD stages.
- A 30/60/90-day implementation plan that teams can adapt for pilot applications and security metrics.
- Specific KPI examples for tracking remediation progress, policy compliance, and scan coverage over time.
👉 Read Veracode's DevSecOps best practices guide for the full implementation playbook →
DevSecOps best practices: is your pipeline actually reducing risk?
Explore further
02/08/2026 1:20 pm
Security debt is the real operating model failure in DevSecOps. The article correctly frames the issue as more than a tooling problem. When security checks are bolted on late, organisations accumulate a backlog of known flaws that behaves like identity debt in other programmes: unresolved risk persists because the process was never designed to absorb it. The practical conclusion is that pipeline control has to be treated as a governance control, not a developer convenience.
A question worth separating out:
Q: How can DevSecOps prove that infrastructure as code is reducing risk?
A: They should compare exposure in code-managed environments with exposure outside IaC coverage, then track whether preventable misconfigurations decline after policy and quality gates are added. The strongest evidence is not a dashboard count, but a measurable drop in repeated findings and exception-driven fixes.
👉 Read our full editorial: DevSecOps best practices expose the real security debt problem
