Intermediate everything in DevOps & Cloud, page 13
ResourceQuota: Namespace Resource Budgets
ResourceQuota is a namespace budget: it rejects pods once total requests hit the cap. Use it to keep multi-tenant clusters fair. The footgun: it counts requested resources, not real usage, and pods missing requests may be rejected without LimitRange defaults.
OCI: The USB-C of Containers
OCI is the USB-C of containers: open standards that let any compliant runtime execute any image. It prevents vendor lock-in by decoupling image format from runtime. The footgun is treating "Docker image" as proprietary rather than an OCI-compliant bundle.
Kappa Architecture Unifies Batch and Stream
Kappa treats batch as a special case of streaming: store every event in an immutable log, compute views in real time, and replay the log when logic changes. It removes Lambda's dual codebase but forces you to pay for infinite retention and replay costs.
AWS Cost and Usage Report (CUR)
Think of CUR as your AWS itemized receipt, delivered daily to S3. It breaks down charges by hour, product, resource, and tag for spreadsheets or Athena queries. Mid-month numbers are estimates, so do not lock budgets until the report finalizes after invoicing.
CloudEvents: The Event Data Standard
CloudEvents provides a common envelope for event data, enabling routing without custom parsers. Use it when events cross clouds, SaaS tools, or internal services. It standardizes wrappers, not payloads, so producers and consumers still need aligned schemas.
GitLab Flex merges seats and AI into one budget
GitLab Flex reshapes one annual budget monthly across seats, AI credits, and features without re-procurement. Engineering leaders can shift spend from idle seats to agent usage instead of guessing headcount six months out. Ask at renewal.
GitLab Orbit unifies code lifecycle in live graph
GitLab Orbit beta unifies code, pipelines, and ownership in a live graph. Compare the Market tests show Orbit-grounded reviewers hit 70% accuracy versus 58% for RAG.
GitLab patches 13 CVEs including SAML account takeover flaw
GitLab 19.0.2, 18.11.5, and 18.10.8 patch 13 security flaws, including four High-severity CVEs like SAML account takeover (CVSS 8.7) and unauthenticated API DoS. Self-managed instances must upgrade immediately; GitLab.com is already patched.
Design a golden path CI/CD pipeline for a Go API
Propose build, test, SAST, containerize, deploy stages with hooks or config overlays for flexibility.
Design a workflow for managing security scanner vulnerabilities
This tests scaling security without developer noise fatigue. A strong answer covers centralized ingestion, severity SLAs with exploitability, auto-triage rules, and CI gates on critical findings only. A red flag is forcing manual review of all scanner output.
What strategies reduce DAST scan time while maintaining security coverage?
It tests balancing security depth with CI velocity through DAST tuning. A strong answer covers incremental scans, parallel workers, scoped targets, and shift-left complements.
Design short-lived dynamic database credentials and their security benefits
This tests automated least-privilege credential lifecycle design. A strong answer covers a secrets broker with database plugins, short TTL leases tied to workload identity, and automatic revocation. Red flag: manual rotation or long-lived CI variables.
How would you create and distribute reusable IaC components at scale?
This tests platform engineering governance at scale. A strong answer proposes a versioned module registry, policy-as-code guardrails, automated validation pipelines, and self-service documentation.
What is an artifact repository and why not just a shared filesystem?
Tests your grasp of immutability, metadata, and access control for build artifacts. A strong answer covers versioning, checksums, RBAC, and API retrieval that NFS lacks. Red flag: saying a shared filesystem is simpler and therefore enough for production.
Design a selective build strategy for a large monorepo
Tests monorepo dependency graph reasoning. Good answers model a DAG, compute reverse deps of the changed library, rebuild only affected targets via Bazel or Nx, and cache remotely. Red flag: directory triggers, full rebuilds, or testing the library alone.
What is static analysis in automated builds, with examples?
This tests if you treat static analysis as a pre-runtime quality gate. A strong answer says it shifts feedback left via non-execution scans, citing cyclomatic complexity or unhandled promise rejections.
What is Git LFS and what are its CI/CD trade-offs?
This tests whether you understand Git's object model limits. A strong answer covers pointer indirection, smudge filters, and the shift of download burden to the LFS server in CI. A red flag is claiming LFS eliminates large file transfers entirely.
Explain .gitignore and its impact on faster, reliable, secure CI builds
Exclude build artifacts to shrink clones and stabilize cache keys; block secrets from runners.
How do you add a basic post-deployment health check in CI/CD?
Tests deployment validation beyond exit-code success. Outline: add a post-deploy stage that probes an HTTP endpoint, checks status code and latency, validates critical dependencies, and triggers rollback on failure.
How do you implement security policies as code across CI pipelines?
This tests operationalizing Policy as Code for security scanners at scale. Strong answers cover centralized version-controlled rules consumed by CI pipelines with automated gates and exception workflows. Red flag: teams maintaining independent scanner configs.
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