Self-Healing Operations & Autonomous Infrastructure
AI-powered auto-remediation, predictive infrastructure scaling, autonomous operations, and self-healing workflows.
Business Value
Resolves 70% of incidents automatically without human intervention and reduces MTTR from 45 minutes to 5 minutes through intelligent auto-remediation
DORA Impact
- Mean Time to Recover
- Change Failure Rate
Key Features
- Automated Incident Remediation
- ML Predictive Autoscaling
- AI Alert Prioritization
- Self-Tuning Performance
- AI Infrastructure Capacity Forecasting
Who
When
Optimization (180-365 days)
Capabilities in This Epic
Automated Incident Remediation
>= 70% of known incident patterns auto-remediated: restart pods, clear cache, scale resources, with >= 85% success rate.
ML Predictive Autoscaling
>= 80% of services use ML-based predictive scaling anticipating load 10-30min ahead based on patterns, events, trends.
AI Alert Prioritization
>= 75% of alerts auto-prioritized and correlated by AI reducing alert noise by >= 60% and improving MTTA by >= 40%.
Self-Tuning Performance
>= 65% of services auto-tune configuration (thread pools, caches, timeouts) using RL agents optimizing latency, throughput, cost.
AI Infrastructure Capacity Forecasting
>= 80% of infrastructure capacity planned using ML forecasting 3-6 months ahead with +/- 15% accuracy.
Implementation Journey
Prerequisites
Complete these before starting:
- Resilience operations epic complete (chaos engineering)
- Automation platform with remediation capabilities
- Runbooks documented for common incidents
Typical Timeline
6 weeks
Effort Estimate
Breakdown by role:
Team Composition
Cross-functional team including: sre, platform
Applicable Environments
Success Metrics
Entry Criteria
Prerequisites to start implementing this epic:
Exit Criteria
Criteria defined at the Optimization milestone level:
DORA Metrics Impact
Resources
Implementation Kit
Step-by-step guide, templates, and tools for this epic
View Self-Healing Operations & Autonomous Infrastructure Implementation KitCommon Pitfalls
Mitigation: Implement remediation circuit breaker. Limit retries (max 3). Alert humans after 2nd remediation attempt.
Mitigation: Log all remediation actions. Trigger incident investigation after healing. Track healing frequency per service.
Mitigation: Set budget limits. Alert on unusual scaling. Review scaling decisions weekly. Implement cost anomaly detection.
Next Steps
After Completing This Epic
Once you've met all exit criteria, consider these next steps:
- Review metrics to validate DORA improvements
- Document lessons learned and update team playbooks
- Share success stories with other teams
Alternative Paths
Other epics that can be tackled in parallel: