How to Measure DevSecOps Metrics?

Although DevSecOps has become a critical aspect of modern application development, measuring the success of its implementation can be challenging stated by Bahaa Al Zubaidi. Traditional software development metrics alone don’t paint the whole picture.

How effective are DevSecOps metrics in your security practices? How do they contribute to the overall software development process?

Core DevSecOps Metrics

DevSecOps metrics can be categorized into three main areas: Security, Delivery Performance and Collaboration. Here’s a breakdown of some key metrics in each category:

Security Metrics:

  • Number of vulnerabilities identified: Tracks the effectiveness of security testing tools and processes in detecting vulnerabilities early in the SDLC.
  • Mean time to remediate (MTTR): Measures the average time taken to fix identified vulnerabilities. A lower MTTR indicates a more efficient response to security issues.
  • Security incidents: Tracks the number of security breaches or attempted attacks. A low incident rate reflects a strong security posture.

Delivery Performance Metrics:

  • Lead time: Measures the time it takes to deliver a new feature or update from code commit to production deployment. Lower lead times mean faster delivery cycles.
  • Deployment frequency: Tracks how often new features or updates are deployed to production. Frequent deployments suggest efficient development and deployment pipelines.
  • Change failure rate: Measures the percentage of deployments that result in production failures. A low failure rate indicates stable and reliable deployments.

Collaboration Metrics:

  • Security code review coverage: Measures the percentage of code reviewed for security vulnerabilities before deployment. Higher coverage suggests stronger security integration within development.
  • Mean time to resolve (MTTR) security code review findings: Tracks the average time taken to address security issues identified during code reviews. A lower MTTR indicates efficient collaboration between developers and security teams.
  • Security team participation in development cycles: Measures how often security teams are involved throughout the development process. Increased participation fosters a culture of shared responsibility for security.

Utilizing DevSecOps Metrics

Effective use of DevSecOps metrics involves more than simply collecting data. Here are some key considerations:

  • Establish baselines: Track metrics over time to identify trends and measure progress.
  • Set realistic goals: Define achievable targets for improvement based on your organization’s specific context.
  • Focus on actionable insights: Use metrics to identify areas for improvement and implement targeted strategies to address them.
  • Communicate and collaborate: Share DevSecOps metrics with all stakeholders to foster a culture of continuous improvement.


DevSecOps metrics provide a valuable lens to assess the effectiveness of your security practices and their impact on the software development process. You can gain insights into areas for improvement by tracking key metrics across security, delivery performance and collaboration. Then, data-driven decisions will optimize your DevSecOps practices.

The article has been written by Bahaa Al Zubaidi and has been published by the editorial board of

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