Compliance Automation and Tooling Questions
Using technology to scale and continuously enforce compliance and privacy. Covers GRC platforms, compliance-as-code, continuous control monitoring, automated evidence collection, and integrating compliance and privacy checks into engineering pipelines. Focuses on how tooling reduces manual effort and enables continuous rather than point-in-time assurance.
You detect unusual outbound traffic from a production service that stores personally identifiable information. Draft a prioritized runbook: containment steps, evidence collection and preservation, stakeholder notification (including legal/compliance), timelines for regulator reporting where applicable, recovery steps, and post-incident actions. Indicate which steps can be automated.
Describe a practical approach to integrate vulnerability scanning for container images and VM images into CI/CD and runtime platforms. Include where scans should run (build vs registry vs runtime), cadence, gating rules for CVSS thresholds, triage workflows, and approaches to minimize developer friction while ensuring critical issues are remediated promptly.
Design a centralized logging architecture for security monitoring that ensures logs from cloud APIs, containers, and OS are collected, indexed, immutable, and tamper-evident for forensic purposes. Include ingestion components, storage backend, access controls, retention tiers, and how auditors access logs.
Compare role-based access control (RBAC) and attribute-based access control (ABAC). Give practical scenarios where RBAC is preferable and where ABAC gives advantages. Describe how you would combine both approaches for Kubernetes and a multi-account cloud environment to support scalable, fine-grained authorization.
Design a workflow for rotating database credentials automatically using HashiCorp Vault dynamic secrets for applications deployed via CI/CD and Kubernetes. Describe the auth method (e.g., Kubernetes auth), lease management, secret caching, renewal, key steps for rollout without downtime, and how to detect and recover from rotation failures.
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