Operations
Sample size and power calculations.
Determine statistical significance.
Statistical confidence in canary results.
Calculate confidence intervals for canaries.
Check breaking changes before deploy.
Multi-stage canary deployment simulation.
Find optimal deployment windows by traffic.
Weighted decision scoring for architecture.
Quantify business impact of changes.
Project traffic growth and capacity needs.
Analyze current headroom metrics.
Analyze spare capacity and spike handling.
Plan capacity across multiple services.
Precise percentile-based headroom calculation.
Evaluate infrastructure against peak traffic.
Estimate API consumption patterns.
Track compliance minute-by-minute.
Calculate system availability metrics.
Convert availability to uptime minutes.
Track error budget consumption precisely.
Track error burn over rolling period.
Project when error budget runs out.
Calculate traffic amplification from retries.
Design optimal retry backoff strategies.
Calculate failure impact with cascades.
Timeline of failure propagation.
Calculate optimal alert thresholds.
Estimate alert noise and fatigue.
Track incident action items.
Compare concurrent active operations.
Calculate retention and project trends.
Identify at-risk customers with signals.
Estimate infrastructure costs.
Calculate serverless cold start impact.
Calculate true cost of downtime.