We are deploying our first major microservices app on managed Kubernetes and I need to know the best software for securing Kubernetes clusters against vulnerabilities on a tight budget
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
We are deploying our first major microservices app on managed Kubernetes and I need to know the best software for securing Kubernetes clusters against vulnerabilities on a tight budget
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 1 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
best open source Kubernetes security tools 2026 Trivy Kubescape Falco Kyverno official documentation comparison Google ↗
managed Kubernetes security vulnerability scanning tools AWS EKS Azure AKS Google GKE native security pricing free tiers 2026 Google ↗
- Trivy · trivy.dev
- Kubescape · kubescape.io
- Falco · falco.org
- Kyverno · kyverno.io
- Cilium · cilium.io
- DevSecOpsGuideline/current-version/2-Process/2-7-Operate/2-7-1-Cloud-Native-Security.md at master · OWASP/DevSecOpsGuideline · github.com
- Top 11 Open-Source Kubernetes Security Tools · wiz.io
- Kubernetes Security Tools · k8s-security.guru
- Microsoft Defender for Cloud multicloud support matrix - Microsoft Defender for Cloud · learn.microsoft.com
- Best Kubernetes Security Tools in 2026: A Buyer's Guide · safeguard.sh
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
best open source Kubernetes security tools 2026 Trivy Kubescape Falco Kyverno official documentation comparison OBSERVED | Google ↗ AI Mode ↗ | — | Comparison | — | — | 1x of 1 | |
managed Kubernetes security vulnerability scanning tools AWS EKS Azure AKS Google GKE native security pricing free tiers 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |