As a recent grad interviewing for DevOps roles, which Kubernetes security scanner should I learn first that companies are actually using right now
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
As a recent grad interviewing for DevOps roles, which Kubernetes security scanner should I learn first that companies are actually using right now
4 real searches · 1 real-search pass
2026 DevOps job postings Kubernetes security Trivy Kubescape Checkov scanner requirementsGoogle ↗
OBSERVEDInstruction
2026 Kubernetes security scanner adoption Trivy Kubescape enterprise CI/CD usage CNCF ecosystemGoogle ↗
OBSERVEDReason
Trivy official documentation Kubernetes scanning image misconfiguration vulnerability scanning CIGoogle ↗
OBSERVEDOther / navigational
Kubescape official documentation Kubernetes security posture NSA CISA frameworkGoogle ↗
OBSERVEDOther / navigational
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 (4)
Classes come from the query-classifier (a local Laya model). 4 of 4 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT4 real searches · gpt-6
2026 DevOps job postings Kubernetes security Trivy Kubescape Checkov scanner requirements Google ↗
2026 Kubernetes security scanner adoption Trivy Kubescape enterprise CI/CD usage CNCF ecosystem Google ↗
Trivy official documentation Kubernetes scanning image misconfiguration vulnerability scanning CI Google ↗
Kubescape official documentation Kubernetes security posture NSA CISA framework Google ↗
- Official website · trivy.dev
- GitHub repository · github.com
- Kubernetes · trivy.dev
- Overview · trivy.dev
- Vulnerability · trivy.dev
- Cloud DevSecOps Engineer - ECS · builtin.com
- Official website · kubescape.io
- GitHub repository · github.com
- Kubescape · cncf.io
- kubescape/docs/getting-started.md at master · kubescape/kubescape · github.com
- Official website · checkov.io
- GitHub repository · github.com
- IaC Security Scanning Tools: Checkov, Trivy, KICS, Kubescape & More – 2026 Guide · voltron81.invicti.com
Queries
4 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 DevOps job postings Kubernetes security Trivy Kubescape Checkov scanner requirements OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
2026 Kubernetes security scanner adoption Trivy Kubescape enterprise CI/CD usage CNCF ecosystem OBSERVED | Google ↗ AI Mode ↗ | — | Reason | — | — | 1x of 1 | |
Trivy official documentation Kubernetes scanning image misconfiguration vulnerability scanning CI OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
Kubescape official documentation Kubernetes security posture NSA CISA framework OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |