KNOWLEDGE BASE
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Scanning & Risk Intelligence
Continuous cluster scanning with automated risk scoring for every Kubernetes component. Identify vulnerabilities before they impact production.

Addon Lifecycle Management
Track, evaluate, and manage every cluster addon across your fleet. Never miss a critical addon update or compatibility issue.

Upgrade Execution Engine
Human-gated autonomous upgrades with rollback safety. Execute infrastructure changes with confidence and full audit trails.

Simulation & Confidence Scoring
Dry-run every upgrade before committing. Machine learning confidence scores predict success probability for every change.

Scheduling & Approval Workflows
Maintenance window scheduling with multi-level approval chains. Enforce organizational policies without slowing down operations.

Tool Integrations
Connect Medulla to Slack, Jira, PagerDuty, Datadog, and more. Keep your existing workflows while gaining upgrade intelligence.