Container Security Scanning

Understands container security for Python: slim base images, pip dependency scanning. Uses multi-stage builds.

Understands basic Container Security Scanning concepts. Uses existing configurations. Performs simple operations under senior guidance.

Runs Docker image scanning through Trivy by instruction, understands vulnerability severity levels (Critical, High, Medium, Low). Reads scan reports and escalates critical findings to senior engineers.

Runs Trivy for scanning Docker images for vulnerabilities in dependencies and OS packages. Studies reports: CVE severity, fix availability, affected packages. Configures Trivy in CI/CD for automated scanning on each build. Uses Docker Scout for base image recommendation analysis.

Runs basic container image scanning through Trivy or Grype: CVE analysis in dependencies, Dockerfile configuration checks for common security errors. Can read scan reports and determine vulnerability severity in the context of infrastructure images.

Understands the fundamentals of Container Security Scanning. Applies basic practices in daily work. Follows recommendations from the team and documentation.

Understands basic container security scanning for penetration testing. Uses scanning tools to identify vulnerable packages in target container images. Follows team methodology for container escape techniques and runtime vulnerability assessment.

Runs Trivy/Grype for scanning images in local environment, analyzes CVE reports. Understands the difference between critical/high/medium vulnerabilities and their impact on platform services. Updates base images based on scan results.

Runs Trivy/Grype for container scanning: finds CVEs in base images, dependencies. Understands severity levels. Creates issues for critical findings.

Knows basic container security scanning concepts for release engineering and can apply them in typical tasks. Uses standard tools and follows established team practices. Understands when and why this approach is applied.

Implements container security: Trivy/Safety scanning, pip-audit, minimal images. CI integration.

Independently configures container security scanning in CI/CD pipelines with Trivy, Snyk Container, or Aqua. Implements admission controllers for vulnerability gates. Manages base image registries with automated vulnerability patching workflows.

Integrates container scanning into CI/CD: Trivy, Grype or Snyk Container. Configures quality gates for blocking images with Critical vulnerabilities, generates SBOM through Syft. Manages allowlists for acceptable vulnerabilities.

Integrates Trivy and Grype into CI/CD pipeline with policy gates: blocking Critical/High CVE. Configures scanning in container registry (Harbor) on push. Introduces Falco for runtime anomaly detection in containers. Implements image signing with Cosign and attestation through in-toto.

Integrates container scanning into CI/CD pipeline: configuring Trivy/Grype as gate in GitHub Actions, automatic image scanning on registry push. Configures admission policies by severity level, sets up CVE whitelists and monitors for new vulnerabilities.

Integrates security scanning into CI/CD for ML images: configuring Trivy/Grype in the inference container build pipeline, filtering false positives for scientific Python packages. Configures vulnerability admission policies considering ML dependency specifics (numpy, scipy, CUDA) and blocks deployment of images with critical CVEs.

Independently assesses container security posture using scanning and runtime analysis tools. Identifies misconfigurations in Dockerfiles, privilege escalation vectors, and exposed secrets. Tests container isolation boundaries and orchestrator security settings.

Integrates security scanning into the platform CI/CD pipeline: automated Trivy/Snyk on every PR. Configures deployment blocking policies for critical CVEs. Manages allow-lists for known false positives and creates vulnerability triage process for platform components.

Configures container scanning pipeline: Trivy in CI, SBOM generation (Syft), policy enforcement via OPA. Analyzes findings, prioritizes by CVSS and exploitability.

Confidently applies container security scanning for release engineering in non-standard tasks. Independently selects the optimal approach and tools. Analyzes trade-offs and proposes improvements to existing solutions.

Designs container security: supply chain security, SBOM, signed images.

Designs infrastructure solutions with Container Security Scanning. Optimizes cost and performance. Introduces best practices and security hardening.

Designs comprehensive container security system: scanning at all stages (build, registry, runtime), Kubernetes admission controller integration. Implements runtime security through Falco, configures automated base image patching.

Designs complete container security lifecycle: build-time scanning, registry scanning, admission control, runtime protection. Introduces Aqua/Sysdig for enterprise container security. Configures automated remediation: rebuild on new CVE in base images. Tunes Falco rules for production.

Designs comprehensive container security system: runtime scanning through Falco, Kubernetes admission controller for image verification, SBOM generation through Syft. Configures automatic base image patching and integrates scanning results with SIEM system.

Architects container security strategy for the ML platform: automatic scanning on every model update, supply chain verification via SBOM for ML dependencies. Configures Kubernetes admission controller to block unsafe ML images and implements runtime security monitoring for inference containers with GPU access.

Designs comprehensive container penetration testing methodology covering image vulnerabilities, runtime exploits, and orchestrator attacks. Develops custom container escape techniques and kernel exploitation scenarios. Mentors team on container-specific attack surfaces.

Designs comprehensive container security strategy for IDP: runtime scanning (Falco), admission policies (Kyverno/OPA). Implements image signing and verification (cosign + Sigstore). Creates centralized vulnerability dashboard with automated alerts and remediation SLA.

Designs container scanning strategy: multi-layer scanning (base → app → runtime), policy-as-code, automated remediation. Integrates with vulnerability management platform.

Expertly applies container security scanning for release engineering to design complex systems. Optimizes existing solutions and prevents architectural mistakes. Conducts code reviews and trains colleagues on best practices.

Defines security standards: scanning requirements, base image policies, vulnerability SLA.

Defines infrastructure strategy with Container Security Scanning. Establishes IaC standards. Conducts architecture review. Optimizes FinOps.

Defines organizational container security strategy: image admission standards, automated vulnerability management, MTTR metrics for vulnerabilities. Designs centralized scanning platform with SIEM and incident management integration.

Defines container security strategy for multi-cluster platform. Manages container security team. Builds metrics: vulnerability density by teams, time-to-fix, coverage. Integrates container security with compliance framework (CIS Benchmark). Introduces container forensics capability.

Defines container security standards for the organization: image admission policies for production, vulnerability remediation SLA by severity, zero-day CVE handling processes. Implements shift-left security through development-stage scanning and reviews container workload security architecture.

Defines container security policies for the MLOps team's infrastructure: scanning standards, acceptable CVE levels for production inference. Implements regular ML image audits, configures automatic base image patching, and controls compliance for containers with access to training data and GPU resources.

Defines container security assessment strategy and red team methodology. Establishes container penetration testing standards, reporting frameworks, and remediation verification processes. Coordinates offensive security exercises targeting container infrastructure.

Defines corporate container security framework: SBOM generation, SLSA compliance, supply chain attestation. Coordinates shift-left approach adoption with security team. Manages vulnerability management program for all platform services with MTTR metrics.

Defines scanning standards: mandatory scanning gates, remediation SLA, reporting requirements. Coordinates vulnerability remediation across teams.

Establishes container security scanning standards for the release engineering team and makes architectural decisions. Defines the technical roadmap considering this skill. Mentors senior engineers and influences practices of adjacent teams.

Shapes container supply chain security strategy for Python platform: multi-stage builds, pip-audit dependency scanning, and minimal base image governance. Defines enterprise standards for secure containerized Python application delivery.

Defines platform-level container security strategy: Trivy/Snyk integration in CI/CD, admission controllers in Kubernetes for blocking vulnerable images, runtime protection through Falco/Aqua. Establishes CVE remediation SLA and automates compliance reporting.

Develops corporate container infrastructure security architecture: supply chain security (SLSA Level 3+), zero-trust container runtime, compliance automation. Defines roadmap and standards for all organizational containerization technologies.

Architecturally designs enterprise container security platform covering the entire lifecycle: source, build, registry, deploy, runtime. Defines standards for confidential containers. Develops Zero Trust strategy for container workloads. Influences container security tool roadmap.

Shapes container supply chain security strategy at company level: SLSA compliance, Sigstore for signing and verification, NIST/NVD database integration. Defines zero-trust architecture for container workloads and compliance standards (SOC2, PCI DSS) for container infrastructure.

Shapes the container security strategy for MLOps at the organizational level: unified scanning policies, trusted registry for ML images, compliance automation. Defines GPU container security requirements, supply chain security standards for ML dependencies, and scanning integration into the platform CI/CD for hundreds of ML projects.

Shapes enterprise container offensive security strategy and threat intelligence program. Drives adoption of advanced container security testing methodologies across the organization. Defines container threat landscape analysis and risk assessment frameworks.

Shapes software supply chain security strategy at organizational level: end-to-end provenance, in-toto attestations. Researches and adopts emerging standards (VEX, CycloneDX). Advises C-level on compliance risks and investments in container security infrastructure.

Designs supply chain security: end-to-end container verification (Sigstore/cosign), SLSA compliance, automated attestation. Defines organizational supply chain governance.

Shapes container security scanning strategy for release engineering at the organizational level. Defines best practices and influences technology choices beyond their own team. Is a recognized expert in this area.