Security / GRC

Make security a delivery capability: controls-as-code, evidence automation, and fast remediation loops.

For engineers

Embed threat modeling and SAST/SCA scanning into your CI pipeline so vulnerabilities surface in minutes, not weeks. Standardize controls with policy-as-code, measure MTTR for critical findings, and triage by CVSS plus real exploitability to fix fast.

Security at the Speed of DevOps

Traditional security gates slow delivery. DevSecOps embeds security into the pipeline, finding issues in minutes, not weeks. Organizations with mature DevSecOps have 50% fewer vulnerabilities reach production.

DORA 2025: AI Amplifies Your Security Posture

Key insight from the 2025 State of DevOps report

AI tools are amplifiers. They magnify existing strengths and weaknesses. Teams with poor security hygiene see vulnerabilities spread faster with AI-generated code. Teams with mature controls see broader coverage.

~90%

of developers now use AI at work, so AI-generated code is already in your pipeline

Amplifier

AI magnifies your existing security posture in both directions, not just the good one

Invest in security foundations before scaling AI adoption. Controls-as-code and automated scanning become force multipliers. Source: 2025 State of DevOps report

Shift Left

Catch issues earlier

Threat modeling, SAST/SCA, secrets scanning in CI.

Policy-as-code for consistent guardrails.

Evidence Automation

Audits without heroics

Generate evidence from pipelines and repos.

Standardize controls and map to requirements.

Remediation Loops

Reduce risk quickly

Prioritize by exploitability and exposure.

Measure MTTR for critical vulnerabilities.

Security in the SDLC

Plan

Threat modeling, security requirements

Code

SAST, secrets scan, linting

Build

SCA, container scan, SBOM

Deploy

DAST, policy gates, signing

Common Anti-Patterns

Avoid

Security review as final gate before deploy

Manual compliance evidence collection

Treating all vulnerabilities equally

Instead

Embed scans in CI, fail fast on critical

Auto-generate evidence from pipeline logs

Prioritize by CVSS + exploitability + exposure

Security Metrics That Matter

MTTR Critical

Time to fix critical vulns

Target: <7 days

Escape Rate

Vulns found post-deploy

Target: Decreasing

Scan Coverage

% repos with CI scans

Target: 100%

Secrets Detected

Pre-commit catches

Target: 0 in prod

Relevant Resources

Secrets Management

Secure credential handling

Controls as Code

Policy-as-code patterns

Dependency Hygiene

Vulnerability scanning and SBOMs

Ready to Embed Security?

Assess your current state, then prioritize high-impact security improvements.

Security / GRC

Make security a delivery capability: controls-as-code, evidence automation, and fast remediation loops.

For engineers