What tools are currently trending for automated vulnerability scanning in DevOps environments that I should learn before applying for junior roles?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What tools are currently trending for automated vulnerability scanning in DevOps environments that I should learn before applying for junior roles?
2 real searches · 1 real-search pass
2026 DevSecOps vulnerability scanning tools trends SAST SCA container IaC secret scanning GitHub Advanced Security Snyk Semgrep Trivy CheckovGoogle ↗
OBSERVEDOther / navigational
2026 DevOps security scanning tools CI CD vulnerability management adoption junior DevSecOps skillsGoogle ↗
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 (2)
Classes come from the query-classifier (a local Laya model). 2 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
2026 DevSecOps vulnerability scanning tools trends SAST SCA container IaC secret scanning GitHub Advanced Security Snyk Semgrep Trivy Checkov Google ↗
2026 DevOps security scanning tools CI CD vulnerability management adoption junior DevSecOps skills Google ↗
- Official website and documentation · trivy.dev
- Official website · semgrep.dev
- Official documentation · checkov.io
- Official documentation · github.com
- Official website · zaproxy.org
- 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
- Infrastructure as Code (IaC) Scanning · owasp.github.io
- Configure GitHub Advanced Security for Azure DevOps features - Azure Repos · learn.microsoft.com
- Configure agentless code scanning (Preview) - Microsoft Defender for Cloud · learn.microsoft.com
- Snyk · snyk.io
- Gitleaks · github.com
- SonarQube · sonarsource.com
- Grype · github.com
- OWASP Dependency-Check · owasp.org
- Wiz · wiz.io
- DevSecOpsGuideline/current-version/2-Process/2-2-Develop/2-2-2-IDE-and-AI-assisted-development.md at master · OWASP/DevSecOpsGuideline · github.com
- DevSecOps Tools: The Complete Toolchain Guide · graphnodesoftware.com
- Best 10 DevSecOps Tools for Development Teams (2026) · expertinsights.com
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
2026 DevSecOps vulnerability scanning tools trends SAST SCA container IaC secret scanning GitHub Advanced Security Snyk Semgrep Trivy Checkov OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 | |
2026 DevOps security scanning tools CI CD vulnerability management adoption junior DevSecOps skills OBSERVED | Google ↗ AI Mode ↗ | — | Other / navigational | — | — | 1x of 1 |