
Scanning & Risk Intelligence
Continuous cluster scanning and risk scoring that surfaces version drift, deprecated APIs, and compatibility issues before they impact production.
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Humansdon'tneedtobabysitinfrastructureanymore

Upgrades introduce incompatibilities that crash workloads, with zero warning until it's too late.
Teams spend weeks coordinating upgrades across clusters, manually checking compatibility matrices.
When something goes wrong, there's no way to know which clusters, namespaces, or workloads are affected.
Version drift across clusters creates security vulnerabilities and audit failures that go undetected.
From reactive firefighting to proactive infrastructure management.
Continuous risk intelligence scans your clusters, simulates upgrades, and surfaces breaking changes before they reach production.
Confidence scoring and blast radius analysis give your team the data to approve upgrades without guesswork.
Scheduled maintenance windows, automated rollbacks, and policy-driven execution keep your clusters healthy without manual intervention.
Eight integrated capabilities that take Kubernetes upgrades from manual risk to automated confidence.

Continuously scan clusters for version drift, deprecated APIs, and compatibility issues before they reach production.

Assess upgrade risk with multi-factor scoring across workload impact, addon compatibility, and historical success rates.

Track every addon and plugin version across clusters with automated compatibility checks and upgrade paths.

Execute upgrades with automated pre-checks, staged rollouts, and instant rollback on failure detection.

Dry-run upgrades against production configurations to surface breaking changes before a single node is touched.

Monitor per-cluster confidence scores that aggregate scan results, simulation outcomes, and historical upgrade data.

Define maintenance windows, schedule upgrades across fleet segments, and coordinate with change management workflows.

Route upgrade requests through configurable approval chains with full audit trails and policy enforcement.
Seamless integration with 10+ tools across cloud platforms, monitoring, and collaboration.
Deep dives into how Medulla keeps your infrastructure safe

Continuous cluster scanning and risk scoring that surfaces version drift, deprecated APIs, and compatibility issues before they impact production.
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Dry-run simulations and confidence metrics that validate upgrades against production configurations before a single node is touched.
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Maintenance window scheduling and approval workflows that give teams controlled, auditable upgrade execution across fleet segments.
Read moreLet Medulla handle the complexity of Kubernetes upgrades so your team can focus on what matters.
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