What is the cheapest way to automate vulnerability scanning for our containerized microservices in Kubernetes without slowing down our release velocity or breaking the software budget?
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Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What is the cheapest way to automate vulnerability scanning for our containerized microservices in Kubernetes without slowing down our release velocity or breaking the software budget?
3 real searches · 1 real-search pass
2026 container image vulnerability scanning Trivy documentation CI Kubernetes admission policy open source alternativesGoogle ↗
OBSERVED
Trivy official documentation GitHub Actions image scanning filesystem Kubernetes misconfigurationGoogle ↗
OBSERVED
Grype official documentation container image vulnerability scanner open sourceGoogle ↗
OBSERVED
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.
Classifying 3 queries…
Searches and sources
ChatGPT3 real searches · gpt-6
2026 container image vulnerability scanning Trivy documentation CI Kubernetes admission policy open source alternatives Google ↗
Trivy official documentation GitHub Actions image scanning filesystem Kubernetes misconfiguration Google ↗
Grype official documentation container image vulnerability scanner open source Google ↗
- Trivy documentation · trivy.dev
- Anchore open-source tools · oss.anchore.com
- Kyverno documentation · kyverno.io
- Kubernetes security guidance · kubernetes.io
- Overview · trivy.dev
- Vulnerability · trivy.dev
- Grype by Anchore: The Open Source Vulnerability Scanner · anchore.com
- Security Checklist · kubernetes.io
- First steps · trivy.dev
- trivy/docs/guide/coverage/kubernetes.md at main · aquasecurity/trivy · github.com
- Container Scanning · owasp.github.io
- DevSecOpsGuideline/current-version/2-Process/2-3-Build/2-3-3-Container-Security/2-3-3-1-Container-Scanning.md at master · OWASP/DevSecOpsGuideline · github.com
Queries
3 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 container image vulnerability scanning Trivy documentation CI Kubernetes admission policy open source alternatives OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Trivy official documentation GitHub Actions image scanning filesystem Kubernetes misconfiguration OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 | |
Grype official documentation container image vulnerability scanner open source OBSERVED | Google ↗ AI Mode ↗ | — | — | — | — | 1x of 1 |