Do you collect operational analytics for your engineering team? Which tools do you use to do it?

Limited environment/Infrastructure resources31%

Inability to quickly identify the root cause of CI/CD pipeline failures45%

Lack of standardized CI/CD pipeline templates across the organization53%

Integrating security tools - inefficient security implementation leading to false positives38%

Poor communication across business and product teams/coordination challenges26%

Cost/resource management26%

Implementation of CI/CD into on-going projects and workflows22%

Internal resistance: training issues, culture, etc.14%

Inefficient implementation of CI/CD due to lack of expertise, poor training, etc.19%

Poorly written unit and acceptance testing9%

We are not doing regression testing10%

25% manual, 75% automated50%

50% manual, 50% automated27%

100% manual, 0% automated8%

Don't know2%