CODE [INPUT]

Analytics Overview

Gain insights into merge conflict trends, team performance, and repository health with detailed analytics

Analytics Overview

CodeInput analytics provide comprehensive insights into your merge conflict patterns, team collaboration metrics, and repository health. Make data-driven decisions to improve your development workflow.

Dashboard Overview

Key Metrics

Track your team's performance at a glance:

MetricDescriptionTarget
Conflict Rate% of PRs with conflicts< 15%
Resolution TimeAvg. time to resolve conflicts< 2 hours
Team VelocityPRs merged per weekIncreasing
Approval SpeedAvg. time for CODEOWNERS approval< 4 hours

Visualize metrics over time:

  • Hourly: Recent activity and patterns
  • Daily: Week-over-week comparisons
  • Weekly: Sprint planning insights
  • Monthly: Long-term trend analysis

Conflict Analytics

Conflict Frequency

Identify problematic areas in your codebase:

Most Conflict-Prone Files (Last 30 Days) ├── src/auth/permissions.ts (12 conflicts) ├── src/api/routes.ts (9 conflicts) ├── package.json (7 conflicts) └── src/utils/helpers.ts (5 conflicts) Conflict Rate by Team ├── Frontend Team: 8.2% ├── Backend Team: 12.5% └── DevOps Team: 4.1%

Conflict Types

Understand what kinds of conflicts occur:

Conflict Type Distribution ├── Content Conflicts: 65% ├── Whitespace Conflicts: 20% ├── Structural Conflicts: 10% └── Binary Conflicts: 5%

Resolution Patterns

Learn from successful resolutions:

Resolution Strategy Effectiveness ├── AI-Assisted: 78% success rate, avg 45 min ├── Manual: 100% success rate, avg 2.5 hours └── Automatic: 45% success rate, avg 5 min

Team Performance

Team Leaderboards

Compare team performance:

Conflict Resolution Leaders ┌─────────────────────┬──────────┬────────────┐ │ Team │ Resolved │ Avg Time │ ├─────────────────────┼──────────┼────────────┤ │ Backend Team │ 45 │ 1.2 hours │ │ Frontend Team │ 38 │ 1.8 hours │ │ Platform Team │ 27 │ 0.9 hours │ └─────────────────────┴──────────┴────────────┘

Individual Contributors

Track individual contributions (requires user consent):

Top Contributors (Resolutions) ├── Sarah Chen (23 conflicts resolved) ├── Alex Rivera (19 conflicts resolved) └── Jordan Kim (15 conflicts resolved) Fastest Resolvers ├── Jordan Kim avg 25 min/resolution ├── Sarah Chen avg 32 min/resolution └── Alex Rivera avg 38 min/resolution

Collaboration Metrics

Measure team collaboration:

Collaboration Scorecard ├── Co-authored resolutions: 34% ├── Cross-team conflicts: 18% ├── Knowledge sharing index: 7.2/10 └── Team diversity score: 8.5/10

Repository Health

Trend Analysis

Monitor repository health over time:

Health Score Trend ├── This Week: 82/100 (↑ 5 from last week) ├── Last Week: 77/100 ├── Last Month: 71/100 (↑ 11 from first month)

Risk Indicators

Identify potential issues early:

Risk Factors Detected ├── ⚠️ High conflict rate in src/auth/ (above threshold) ├── ⚠️ Increasing merge time over past 2 weeks ├── ✅ Approval times within healthy range └── ✅ Team velocity stable

Branch Analysis

Understand branch management:

Branch Metrics ├── Active branches: 47 ├── Stale branches (>30 days): 8 ├── Avg. branch lifetime: 3.2 days └── Merge success rate: 94%

CODEOWNERS Analytics

Approval Metrics

Track CODEOWNERS performance:

Approval Performance by Team ┌──────────────────┬────────┬───────────┬────────────┐ │ Team │ Pending │ Avg Time │ Success % │ ├──────────────────┼────────┼───────────┼────────────┤ │ Frontend Team │ 3 │ 2.1 hours │ 98% │ │ Backend Team │ 7 │ 4.5 hours │ 95% │ │ Security Team │ 1 │ 8.2 hours │ 100% │ └──────────────────┴────────┴───────────┴────────────┘

Bottleneck Detection

Find approval bottlenecks:

Approval Bottlenecks ├── @security-team: avg 8.2 hours (recommend: add backup approver) ├── @backend-lead: avg 4.5 hours (within acceptable range) └── @frontend-team: avg 2.1 hours ✅ (excellent)

Coverage Analysis

Ensure proper code coverage:

CODEOWNERS Coverage ├── Files with owners: 94% ├── Files without owners: 6% ├── Teams with backup: 78% └── Orphaned files: 23

Custom Reports

Build Custom Dashboards

Create tailored views for different stakeholders:

Engineering Managers

  • Team velocity and throughput
  • Blocker identification
  • Resource allocation

Tech Leads

  • Technical debt indicators
  • Code quality metrics
  • Review process efficiency

DevOps Teams

  • CI/CD pipeline impact
  • Release conflict frequency
  • Automation opportunities

Export Data

Export analytics data in multiple formats:

# Export as CSV
codeinput analytics export \
--repository acme/api \
--period 30d \
--format csv \
--output conflicts.csv
# Export as JSON
codeinput analytics export \

Alerts and Notifications

Configure Thresholds

Set up alerts for important metrics:

# .codeinput.yml
analytics:
alerts:
- metric: conflict_rate
threshold: 20
operator: greater_than
notification: slack
- metric: approval_time

Alert Types

Alert TypeTriggerUse Case
Spike AlertSudden increase in metricDetect anomalies
Trend AlertGradual change over timeLong-term monitoring
Threshold AlertValue exceeds limitSLA monitoring
Comparison AlertDiffers from baselinePerformance tracking

API Access

Query analytics data programmatically:

# Get conflict statistics
curl https://api.codeinput.com/v1/analytics/conflicts \
-H "Authorization: Bearer YOUR_TOKEN" \
-d "repository=acme/api" \
-d "period=30d"
# Get team performance
curl https://api.codeinput.com/v1/analytics/teams \
-H "Authorization: Bearer YOUR_TOKEN" \

Privacy and Data Retention

Data Collection

CodeInput collects:

  • Conflict events and metadata
  • Resolution times and outcomes
  • Team assignments and approvals
  • Branch and PR information

No sensitive code content is stored for analytics.

Data Retention

  • Raw Events: 90 days
  • Aggregated Metrics: 2 years
  • Custom Reports: Until deleted
  • Exported Data: Indefinite (customer-controlled)

Data Access

  • Export all your data anytime
  • Request data deletion
  • Configure data retention policies
  • GDPR and SOC2 compliant

Best Practices

Regular Review

  1. Weekly: Check key metrics dashboard
  2. Monthly: Review trends and patterns
  3. Quarterly: Deep-dive into team performance
  4. Annually: Evaluate process improvements

Taking Action

  1. Identify Bottlenecks: Use data to find friction points
  2. Set Targets: Establish measurable goals
  3. Implement Changes: Make process improvements
  4. Measure Impact: Track effectiveness of changes

Team Communication

  1. Share Dashboards: Make metrics visible to team
  2. Celebrate Wins: Highlight improvements
  3. Discuss Challenges: Review problems openly
  4. Continuous Learning: Use insights for training

Getting Started

  1. Explore Dashboard: View default analytics views
  2. Customize Views: Create team-specific dashboards
  3. Set Alerts: Configure important threshold alerts
  4. Export Data: Integrate with existing tools
  5. Review Regularly: Schedule weekly check-ins

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