Platform · SDLC Correlation
Connect the dots across your entire SDLC.
SonarCloud quality traits. DORA delivery metrics. Engineering practice data. CodeSpectra is the first platform to correlate all three.
01Three Layers
Every dimension of software delivery.
DORA Metrics
4 metrics
- Deployment Frequency
- Lead Time
- Change Failure Rate
- MTTR
Engineering Practices
10 traits per source
- PR Cycle Time
- PR Size
- Time to Review
- Branch Lifetime
- Direct Pushes
- Active Contributors
Code Quality
20+ traits
- Coverage
- Bugs
- Vulnerabilities
- Code Smells
- Tech Debt
- Reliability Rating
- Quality Gate
02Correlations
How practices and quality affect delivery.
These are the correlations CodeSpectra tracks, giving your team a causal narrative, not just numbers.
TraitPR Cycle Time
AffectsLead Time
InsightFaster reviews translate directly into faster deployments. When PR cycle time exceeds 24 hours, lead time typically doubles.
SourceGitHub / Azure DevOps
TraitPR Size (files changed)
AffectsChange Failure Rate
InsightSmall PRs have 40% fewer bugs. When average PR size exceeds 15 files, change failure rate spikes.
SourceGitHub / Azure DevOps
TraitTime to First Review
AffectsLead Time
InsightThe single biggest bottleneck. If no one reviews within 4 hours, the PR typically waits 24+.
SourceGitHub / Azure DevOps
TraitBranch Lifetime
AffectsChange Failure Rate
InsightLong-lived branches accumulate merge conflicts. Branches alive > 5 days correlate with 2x higher failure rates.
SourceGitHub / Azure DevOps
TraitDirect Pushes to Main
AffectsChange Failure Rate
InsightBypassing pull requests means bypassing review. Teams with > 5% direct pushes have measurably higher CFR.
SourceGitHub / Azure DevOps
TraitCode Coverage
AffectsMTTR
InsightHigher coverage correlates with faster incident resolution. Well-tested code is easier to diagnose and fix.
SourceSonarCloud
TraitReliability Rating
AffectsChange Failure Rate
InsightSonarCloud reliability rating (A-E) predicts deployment success. Teams with A/B ratings have 60% lower CFR.
SourceSonarCloud
TraitTechnical Debt Ratio
AffectsMTTR
InsightHigh tech debt slows recovery. Every 1% increase in debt ratio adds ~2 hours to average MTTR.
SourceSonarCloud