100% Free Forever
AI-Powered Learning
Industry Expert Content
Certificates & Badges
Learn At Your Own Pace

DevSecOps Basics Cheat Sheet

DevSecOps Basics Cheat Sheet

Shift-left security practices, pipeline scanning stages, and tooling for embedding security checks into CI/CD workflows.

2 PagesIntermediateMay 21, 2026

Security Gates in a CI Pipeline

Shift-left scanning stages wired into a GitHub Actions workflow.

yaml
jobs:  security:    runs-on: ubuntu-latest    steps:      - uses: actions/checkout@v4      # SAST - scan source for vulnerable patterns      - name: Semgrep SAST        run: semgrep ci --config auto      # SCA - scan dependencies for known CVEs      - name: Dependency scan        run: npm audit --audit-level=high      # Secret scanning      - name: Gitleaks        run: gitleaks detect --source . --exit-code 1      # Container image scan (after build)      - name: Trivy image scan        run: trivy image --exit-code 1 --severity HIGH,CRITICAL my-app:${{ github.sha }}

Infrastructure-as-Code Scanning

Catch misconfigured cloud resources before they're ever applied.

bash
# Scan Terraform for misconfigurations before plan/applycheckov -d ./terraform --framework terraform --compact# Alternative: tfsec, focused purely on Terraformtfsec ./terraform

Shift-Left Stages

Where each class of security check belongs in the SDLC.

  • IDE / pre-commit- linting, secret detection, dependency version checks
  • SAST- static analysis of source code for vulnerable patterns
  • SCA- scan third-party dependencies for known CVEs and license issues
  • IaC scanning- Terraform/CloudFormation misconfig checks before apply
  • Container scanning- image CVE scan post-build, pre-push to registry
  • DAST- dynamic scan against a running staging environment
  • Runtime/CSPM- continuous posture monitoring in production

DAST Baseline Scan

Dynamic scan against a running staging deployment, gated on high-confidence findings only.

bash
# DAST - dynamic scan against a running staging environmentzap-baseline.py \  -t https://staging.example.com \  -r zap-report.html \  -J zap-report.json \  -I  # don't fail build on warnings, only on explicit gate below# Fail the build only on high-risk, high-confidence alertsjq -e '.site[].alerts[] | select(.riskcode=="3" and .confidence=="3")' zap-report.json && exit 1exit 0

SBOM Generation & Image Signing

Generate a signed SBOM attestation for the build artifact using Syft and Sigstore cosign.

bash
# Generate a Software Bill of Materials for the built imagesyft my-app:${GITHUB_SHA} -o cyclonedx-json > sbom.json# Keyless-sign the image and attach the SBOM as an attestationcosign sign --yes my-registry/my-app:${GITHUB_SHA}cosign attest --yes --predicate sbom.json --type cyclonedx my-registry/my-app:${GITHUB_SHA}# Verify provenance before deploy - reject unsigned imagescosign verify \  --certificate-identity-regexp '.*' \  --certificate-oidc-issuer https://token.actions.githubusercontent.com \  my-registry/my-app:${GITHUB_SHA}

Policy-as-Code Gate

Block insecure Kubernetes manifests from merging using an OPA/Conftest rego policy.

bash
# policy/deployment.regopackage maindeny[msg] {  input.kind == "Deployment"  c := input.spec.template.spec.containers[_]  not c.securityContext.runAsNonRoot  msg := sprintf("container %v must set runAsNonRoot", [c.name])}deny[msg] {  input.kind == "Deployment"  c := input.spec.template.spec.containers[_]  not c.resources.limits  msg := sprintf("container %v is missing resource limits", [c.name])}# Gate the pipeline on the policyconftest test k8s/deployment.yaml --policy policy/

DevSecOps Maturity Metrics

KPIs that show whether a security program is actually working, not just running.

  • MTTR (security)- mean time to remediate a critical/high finding, from detection to merged fix
  • Scan coverage- % of repos/services with SAST, SCA, and secret scanning enabled and passing
  • MTTD- mean time to detect: gap between vulnerability introduction and first scan catching it
  • False positive rate- noisy scanners get disabled; track and tune suppression rules
  • Escaped defects- vulnerabilities found in production that should've been caught pre-merge
  • Policy pass rate- % of builds passing security gates without a manual override
  • Dependency freshness- median age of outdated/vulnerable dependencies across services

Dynamic Secrets in CI

Fetch short-lived, auto-expiring credentials instead of storing static secrets in the pipeline.

bash
# Authenticate the CI job to Vault via its OIDC/JWT identityvault login -method=jwt role=ci-pipeline jwt="$CI_JOB_JWT"# Request a leased, auto-revoking database credentialDB_CREDS=$(vault read -format=json database/creds/readonly-role)export DB_USER=$(echo "$DB_CREDS" | jq -r '.data.username')export DB_PASS=$(echo "$DB_CREDS" | jq -r '.data.password')# Credential auto-revokes after its lease (e.g. 1h) - nothing to rotate manually
Pro Tip

Start every DevSecOps rollout by making scanners advisory (warn, don't fail the build) for the first few weeks — flipping straight to hard-fail floods teams with pre-existing findings and gets the pipeline disabled instead of fixed.

Was this cheat sheet helpful?

Explore Topics

#DevSecOpsBasics#DevSecOpsBasicsCheatSheet#Cybersecurity#Intermediate#SecurityGatesInACIPipeline#InfrastructureAsCodeScanning#ShiftLeftStages#DASTBaselineScan#Security#DevOps#CheatSheet#SkillVeris

Frequently Asked Questions

21 categories · pick one to explore

Does SkillVeris have a tech blog, and what does it cover?
Yes, the SkillVeris blog has over 500 articles covering AI and machine learning, programming, web development, DevOps, cloud, security, databases and career guidance. Articles are practical and answer-first, and many use the Learn Through Hobbies approach, teaching technical concepts through cricket, music, gaming or cooking analogies. Everything is free to read.
What is the SkillVeris tech glossary and how big is it?
The SkillVeris glossary is a free reference of roughly 2,000-plus technology terms, each with a clear plain-language definition. It spans AI, programming, web, DevOps, cloud, security and database vocabulary, so whenever a lesson, article or job description uses jargon you do not recognise, the glossary gives you a fast, reliable answer.
Are the developer cheat sheets on SkillVeris free to download?
The cheat sheets are completely free to use, like everything else on SkillVeris. Each sheet condenses a language or tool into its essential syntax, commands and patterns for quick reference while coding. They are designed for rapid lookup during real work, complementing the deeper explanations found in study notes and courses.
Which programming references and cheat sheets are available?
Cheat sheets cover the platform's main domains, including programming languages, AI and ML tooling, web development, DevOps, cloud, security and databases, matching the topics of the 37 live courses. Each sheet lists related reading links and hashtags, so you can jump from a quick reference into fuller study notes or blog articles.
How do I find the meaning of a technical term quickly?
Search the SkillVeris glossary, which holds around 2,000-plus terms with concise, plain-language definitions. Each entry gets to the point in its first sentence, then links to related reading like blog posts or study notes for deeper context. It is faster and more consistent than sifting through scattered search results.
Is the SkillVeris blog good for beginners learning to code?
Yes, many blog articles are written specifically for beginners, and the Learn Through Hobbies style makes them unusually approachable: you might learn Python concepts through cricket or understand APIs through cooking. With 500-plus articles across skill levels, beginners can start with fundamentals and keep reading as they advance, entirely free.
Can cheat sheets replace full courses for learning a language?
No, cheat sheets are references, not teaching tools; they assume you already understand the concepts and just need syntax or commands fast. To actually learn a language, take a structured SkillVeris course with its 24–40 lessons and assessments, then keep the cheat sheet beside you while practising in Code Lab.
How often are new blog articles published on SkillVeris?
The blog grows regularly and already exceeds 500 articles, with new posts added as courses launch and technologies evolve. Topics track the platform's catalogue across AI, programming, web development, DevOps, cloud and security, so checking the Blog section periodically surfaces fresh tutorials, explainers and career-focused pieces, all free to read.
Does the glossary cover AI and machine learning terms?
Yes, AI and machine learning vocabulary is a major part of the roughly 2,000-plus term glossary, covering everything from foundational terms to modern concepts around LLMs, RAG and MLOps. Definitions are plain-language and answer-first, which helps when dense AI papers or course lessons throw unfamiliar jargon at you.
Are there cheat sheets for interview preparation?
Cheat sheets work well as interview-day refreshers because they compress syntax, commands and key concepts into scannable references. For dedicated preparation, combine them with the SkillVeris interview questions feature, which includes readiness scoring, plus study notes for depth. Reviewing a relevant cheat sheet just before an interview steadies recall under pressure.
Can I read the tech blog without signing up?
Yes, the blog is freely readable, and SkillVeris never charges for content. All 500-plus articles are open, covering tutorials, concept explainers and career advice. Creating a free account adds value elsewhere on the platform, like course progress tracking and certificates, but reading the blog requires no commitment at all.
How is the SkillVeris glossary different from Wikipedia?
The glossary is purpose-built for learners: definitions are short, plain-language and answer-first, sized for a quick lookup mid-lesson rather than a deep encyclopedic read. Entries also cross-link to related SkillVeris study notes, blog posts and courses, so a definition becomes a doorway into structured learning instead of a dead end.
Do blog articles use the Learn Through Hobbies method?
Many blog articles teach technical topics through hobby analogies, a hallmark of the SkillVeris blog, so you will find articles explaining programming through cricket, machine learning through music, or system design through cooking. The analogy is the teaching device; the article still delivers the real technical concept underneath.
Where can I find quick programming references while coding?
Open the SkillVeris cheat sheets, which are built exactly for that moment: compact, scannable references for syntax, commands and common patterns across languages and tools. Keep the relevant sheet in a browser tab while you work in Code Lab or your own editor, and dip into the glossary for terminology.
Is there a glossary entry for terms I meet in job descriptions?
Very likely yes, with roughly 2,000-plus terms across AI, programming, web, DevOps, cloud, security and databases, the glossary covers most jargon that appears in tech job descriptions. Decoding a listing this way helps you judge role fit honestly and prepares you to discuss those terms in interviews.
Are the blog articles written for the Indian tech audience?
The blog serves Indian learners plus a worldwide audience. Content stays globally relevant while acknowledging realities that matter in India, such as free access being essential for students and freshers, and career guidance that connects naturally to the SkillVeris jobs portal, which aggregates roles across India, UK, USA, Germany and Remote.
Can I suggest a topic for the blog or glossary?
SkillVeris content grows in response to what learners need, so feedback is welcome through the platform's support channels. If a term is missing from the glossary or a topic deserves an article, telling the team helps prioritise it. Meanwhile, the AI Mentor can answer the question immediately, 24/7, at any depth.
Do cheat sheets and glossary entries link to deeper learning?
Yes, every cheat sheet and glossary entry carries related reading links into study notes, blog articles and courses, plus concept hashtags for discovering similar content. This cross-linking means a thirty-second lookup can smoothly become a structured learning session whenever you decide you want more than a quick answer.
What makes SkillVeris programming references trustworthy?
The references are written to strict internal quality standards, kept consistent with the platform's 37 live courses, and never padded with invented statistics or hype. Definitions and cheat sheets are reviewed against the same content contracts that govern courses, and the answer-first style makes any inaccuracy easy to spot and correct.
How do the blog, glossary and cheat sheets fit into my learning routine?
Use them as satellites around your main course: read blog articles for context and motivation, hit the glossary the instant jargon appears, and keep cheat sheets open while coding. Together with study notes, Code Lab and the 24/7 AI Mentor, they turn passive reading into a complete, free learning system.

What Learners Say

Real journeys from the SkillVeris community — swipe for more.

SkillVeris taught me Python through Cricket. Now I’m building real projects and feeling confident!
Arjun S. · B.Tech Student
The best platform for hobby-based learning. Concepts finally stick.
Priya R. · Data Analyst
I went from zero coding to a portfolio of projects — all by learning through my love for gaming. Landed my first internship!
Kabir M. · CS Undergraduate
Trending Topics50 popular tags — tap to explore
Trending CoursesAll 37 free courses — tap to browse