DevOps metrics KPI dashboard automation

Build comprehensive DevOps metrics dashboards for measuring team performance and continuous improvement initiatives. DORA metrics (DevOps Research and Assessment): 1. Deployment frequency: daily deployments for elite teams, weekly for high performers. 2. Lead time for changes: <1 hour for elite teams, <1 week for high performers. 3. Mean time to recovery (MTTR): <1 hour for elite teams, <1 day for high performers. 4. Change failure rate: 0-15% for elite teams, 16-30% for high performers. Pipeline metrics: 1. Build success rate: >95% target, trend analysis, root cause analysis for failures. 2. Test coverage: >80% code coverage, test execution time, test reliability metrics. 3. Security scanning: vulnerability detection rate, time to remediation, policy compliance. 4. Infrastructure metrics: provisioning time, resource utilization, cost per deployment. Quality metrics: 1. Code quality: technical debt ratio, code duplication, maintainability index. 2. Bug escape rate: production bugs vs. bugs found in testing, customer-reported issues. 3. Performance: response time trends, error rate tracking, SLA compliance. Business alignment: 1. Feature delivery: story points delivered, cycle time, value delivered to customers. 2. Customer satisfaction: NPS scores, support ticket volume, feature adoption rates. Dashboard tools: 1. Grafana: metric visualization, alerting, data source integration. 2. Datadog: APM integration, real-time monitoring, anomaly detection. 3. Splunk: log analysis, ITSI for service insights, business KPI correlation. Automation: scheduled reports, alert thresholds, trend analysis, predictive analytics for capacity planning.