Advanced Analytics Features for FinOps Platform #23
Description
Summary
Add sophisticated analytics capabilities beyond basic dashboards for advanced FinOps use cases.
Parent Issue: #19 (Phase 2: Visualization & Analytics)
Depends on: Pre-built dashboard templates, FOCUS transformations
Advanced Features Needed
Predictive Analytics
- Cost Forecasting - Predict future spend based on historical trends
- Anomaly Detection - Identify unusual cost spikes or patterns
- Budget Alerts - Proactive notifications for budget thresholds
- Trend Analysis - Statistical analysis of cost patterns
Cost Optimization
- Right-sizing Recommendations - Identify over-provisioned resources
- Unused Resource Detection - Find idle or underutilized resources
- Savings Opportunities - Reserved instance and spot instance analysis
- Cost Allocation Optimization - Improve cost center accuracy
Advanced Reporting
- Custom Metrics - User-defined KPIs and calculations
- Multi-dimensional Analysis - Complex grouping and filtering
- Comparative Analysis - Environment, region, or team comparisons
- Executive Reporting - High-level summaries and insights
Implementation Approach
- Leverage DuckDB's analytical SQL capabilities
- Build reusable SQL functions for common calculations
- Create Metabase custom questions and metrics
- Develop Python scripts for complex analysis
Validation Criteria
- Accurate cost predictions within 10% margin
- Anomaly detection identifies real issues
- Optimization recommendations provide measurable savings
- Analytics integrate seamlessly with existing dashboards
Future Considerations
- Machine learning model integration
- Real-time alerting system
- API endpoints for external integrations