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DevSecOps

Q: DevSecOps vs DevOps — enna difference?

DevOps focuses on speed and automation of deployment. DevSecOps adds security at every stage — coding, building, testing, deploying. Security is "shifted left" into the development process instead of being an afterthought.

Q: SAST vs DAST — which one should I use?

Use both! SAST (Static Analysis) scans source code for vulnerabilities before running. DAST (Dynamic Analysis) tests the running application. SAST catches coding errors early, DAST finds runtime vulnerabilities like injection attacks.

Q: Is DevSecOps expensive to implement?

Initially setup effort more, but long-term la romba cheaper! Fixing a vulnerability in production costs 30x more than fixing it during development. Most DevSecOps tools have free tiers — Snyk, Trivy, SonarQube Community Edition.

Q: DevSecOps la minimum enna implement pannanum?

Start with: 1) Dependency scanning (Snyk/Dependabot), 2) Secret detection (git-secrets/truffleHog), 3) Container image scanning (Trivy), 4) Basic SAST (SonarQube). These four alone catch 80% of common vulnerabilities.

Q: How does DevSecOps help with compliance?

DevSecOps automates compliance checks — SOC2, HIPAA, PCI-DSS requirements automatically verify aagum every deployment la. Audit logs, access controls, vulnerability reports ellam automated ah generate aagum.

Advanced⏱ 15 min read📅 Updated: 2026-02-17

Introduction

Nee oru amazing app build pannita. CI/CD pipeline perfect ah run aagudhu. Deployment smooth. But oru naal security breach — customer data leaked! 😱

80% of breaches happen because security was an afterthought. "We'll add security later" nu solluvaanga — but later never comes!

DevSecOps = Development + Security + Operations. Security oda every stage la integrate pannradhu — code ezhudha arambikkum bodhe!

Indha article la:

Shift-left security concept
SAST, DAST, SCA tools
Container & infrastructure security
Secret management
Compliance automation
Real-world DevSecOps pipeline

Security first mindset adopt pannalam! 🔐

Shift-Left Security — Early ah Catch Pannu

Traditional approach:

code

Code → Build → Test → Deploy → [Security Check] → Production
                                    ↑
                    Too late! Fixing costs 30x more 😰

DevSecOps approach (Shift-Left):

code

[Security] → Code → [Security] → Build → [Security] → Test → [Security] → Deploy → Production
    ↑              ↑                ↑                    ↑
  Planning      Coding           Building            Testing

Why shift-left works:

Stage	Fix Cost	Example
Design	$500	Architecture review la SQL injection possibility catch
Development	$1,000	IDE plugin hardcoded password warn pannum
Testing	$5,000	SAST tool vulnerability detect pannum
Production	$15,000+	Data breach, customer trust lost 💸

Earlier catch pannaa, cheaper and easier to fix! 💡

Shift-Left Pro Tip

💡 Tip

Developer IDE la security plugins install pannu! 🔌

- VS Code: ESLint security rules, SonarLint, Snyk extension

- JetBrains: Built-in inspections + Snyk plugin

- Pre-commit hooks: git-secrets, detect-secrets

Code ezhudhurapodhe vulnerability catch aagum — PR review ku wait pannave vendaam! ⚡

SAST vs DAST — Static & Dynamic Analysis

SAST (Static Application Security Testing):

Source code analyze pannum — run pannaamalaye vulnerabilities find pannum.

yaml

# GitHub Actions - SAST with SonarQube
- name: SonarQube Scan
  uses: sonarqube-scanner-action@v2
  with:
    args: >
      -Dsonar.projectKey=my-app
      -Dsonar.sources=src/
      -Dsonar.qualitygate.wait=true

SAST catches:

SQL Injection patterns
Cross-Site Scripting (XSS)
Hardcoded credentials
Buffer overflows
Insecure crypto usage

DAST (Dynamic Application Security Testing):

Running application la actual attacks simulate pannum!

yaml

# OWASP ZAP DAST Scan
- name: OWASP ZAP Scan
  uses: zaproxy/action-full-scan@v0.10
  with:
    target: 'https://staging.myapp.com'
    rules_file_name: 'zap-rules.tsv'

DAST catches:

Authentication bypass
Session management flaws
Server misconfigurations
API vulnerabilities
Runtime injection attacks

Comparison:

Feature	SAST	DAST
When	Build time	Runtime
Speed	Fast (minutes)	Slow (hours)
Coverage	Source code	Running app
False Positives	Higher	Lower
Language	Language-specific	Language-agnostic
Best for	Code vulnerabilities	Config & runtime issues

SCA — Dependency Scanning 📦

SCA (Software Composition Analysis) = un app use pannra third-party libraries la vulnerabilities check pannradhu.

Why important?

Average app la 80% code is open-source dependencies
Log4Shell (2021) — one library, millions of apps affected! 😱
npm, PyPI packages la malware inject aagudhu regularly

Popular SCA Tools:

Tool	Free Tier	Language Support
Snyk	✅ 200 tests/month	JS, Python, Java, Go, .NET
Dependabot	✅ GitHub built-in	All major languages
npm audit	✅ Built-in	JavaScript/Node.js
pip-audit	✅ Open source	Python
Trivy	✅ Open source	Multi-language + containers

yaml

# GitHub Actions - Dependency Check
- name: Snyk Security Check
  uses: snyk/actions/node@master
  with:
    command: test
    args: --severity-threshold=high
  env:
    SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}

Dependabot auto-PR example:

yaml

# .github/dependabot.yml
version: 2
updates:
  - package-ecosystem: "npm"
    directory: "/"
    schedule:
      interval: "weekly"
    open-pull-requests-limit: 10

Dependabot automatically vulnerable dependency ku PR create pannum with updated version! 🔄

Container Security — Docker & K8s 🐳

Docker images la hidden vulnerabilities irukkum — base image itself vulnerable ah irukkalam!

Container Image Scanning with Trivy:

bash

# Scan Docker image
trivy image myapp:latest

# Scan with severity filter
trivy image --severity HIGH,CRITICAL myapp:latest

# Scan Dockerfile
trivy config Dockerfile

Best Practices:

Practice	Bad ❌	Good ✅
Base image	`FROM ubuntu:latest`	`FROM node:20-alpine`
Run as	Root user	Non-root user
Secrets	ENV la hardcode	Docker secrets / vault
Layers	Unnecessary packages	Multi-stage builds
Scanning	Manual / never	Every CI/CD build

Secure Dockerfile example:

dockerfile

# Multi-stage build
FROM node:20-alpine AS builder
WORKDIR /app
COPY package*.json ./
RUN npm ci --only=production

FROM node:20-alpine
# Non-root user create pannu
RUN addgroup -g 1001 appgroup && \
    adduser -u 1001 -G appgroup -D appuser
WORKDIR /app
COPY --from=builder /app/node_modules ./node_modules
COPY . .
USER appuser
EXPOSE 3000
CMD ["node", "server.js"]

Kubernetes Security:

yaml

# Pod Security Context
spec:
  securityContext:
    runAsNonRoot: true
    runAsUser: 1001
    readOnlyRootFilesystem: true
  containers:
    - name: myapp
      securityContext:
        allowPrivilegeEscalation: false
        capabilities:
          drop: ["ALL"]

Container Security Warning

⚠️ Warning

Never use latest tag in production! 🚫

FROM node:latest — indha image enna version nu theriyaadhu, tomorrow different version pull aagalam.

Always pin versions: FROM node:20.11-alpine3.19

Also — Docker Hub la unverified images use pannaadheenga. Official images or verified publishers only! Malicious images crypto miners install pannuvaanga 💀

Secret Management — No More Hardcoded Passwords! 🔑

#1 security mistake: Secrets in source code! 😱

javascript

// ❌ NEVER DO THIS!
const API_KEY = "sk-abc123xyz789";
const DB_PASSWORD = "admin123";

// ✅ Use environment variables
const API_KEY = process.env.API_KEY;
const DB_PASSWORD = process.env.DB_PASSWORD;

Secret Detection Tools:

Tool	How it works
git-secrets	Pre-commit hook — push pannave vidaadhu
truffleHog	Git history full ah scan pannum
detect-secrets	Baseline create panni new secrets catch pannum
GitHub Secret Scanning	Auto-detect exposed tokens

Secret Management Solutions:

Solution	Best For	Cost
AWS Secrets Manager	AWS apps	$0.40/secret/month
HashiCorp Vault	Multi-cloud	Free (open-source)
Azure Key Vault	Azure apps	$0.03/10K operations
GCP Secret Manager	GCP apps	Free tier available
Doppler	Any platform	Free for 5 users

yaml

# GitHub Actions - Using secrets safely
jobs:
  deploy:
    steps:
      - name: Deploy
        env:
          API_KEY: ${{ secrets.API_KEY }}
          DB_URL: ${{ secrets.DATABASE_URL }}
        run: |
          echo "Deploying with secure credentials..."
          npm run deploy

Git pre-commit hook setup:

bash

# Install git-secrets
brew install git-secrets

# Add AWS patterns
git secrets --register-aws

# Add custom patterns
git secrets --add 'sk-[a-zA-Z0-9]{48}'
git secrets --add 'password\s*=\s*.+'

# Install hook
git secrets --install

DevSecOps Pipeline Architecture

🏗️ Architecture Diagram

**Complete DevSecOps CI/CD Pipeline:**

```
Developer → Pre-commit Hooks → Git Push → CI/CD Pipeline
              │                              │
              ├─ git-secrets                  ├─ 1. SAST (SonarQube)
              ├─ lint + format               ├─ 2. SCA (Snyk/Dependabot)
              └─ unit tests                  ├─ 3. Container Scan (Trivy)
                                             ├─ 4. Build & Unit Tests
                                             ├─ 5. DAST (OWASP ZAP)
                                             ├─ 6. Compliance Check
                                             ├─ 7. Security Gate ✅/❌
                                             └─ 8. Deploy to Production
```

**Security Gates** = quality gates but for security:
- **Critical vulnerability** = ❌ Pipeline FAIL
- **High vulnerability** = ⚠️ Warning, manual approval needed
- **Medium/Low** = ✅ Pass but create ticket

**Full GitHub Actions Pipeline:**
```yaml
name: DevSecOps Pipeline
on: [push, pull_request]

jobs:
  security-scan:
    runs-on: ubuntu-latest
    steps:
      # Secret Detection
      - uses: trufflesecurity/trufflehog@main
        with:
          extra_args: --only-verified

      # SAST Scan
      - name: SonarQube Analysis
        uses: sonarqube-scanner-action@v2

      # Dependency Check
      - name: Snyk Test
        uses: snyk/actions/node@master

      # Container Scan
      - name: Trivy Image Scan
        uses: aquasecurity/trivy-action@master
        with:
          image-ref: 'myapp:latest'
          severity: 'CRITICAL,HIGH'
          exit-code: '1'

      # DAST (on staging)
      - name: OWASP ZAP
        uses: zaproxy/action-full-scan@v0.10
        with:
          target: 'https://staging.myapp.com'
```

Infrastructure as Code Security 🏗️

Terraform, CloudFormation templates la um security scan pannanum!

Common IaC Misconfigurations:

Misconfiguration	Risk	Impact
S3 bucket public access	Data leak	Customer data exposed
Security group 0.0.0.0/0	Open to world	Unauthorized access
Unencrypted database	Data theft	Compliance violation
Root account usage	Full access compromise	Complete account takeover
No logging enabled	No visibility	Can't detect breaches

IaC Scanning Tools:

Tool	Scans	Free
Checkov	Terraform, K8s, Docker	✅
tfsec	Terraform	✅
KICS	Multi-IaC	✅
Terrascan	Terraform, K8s, Helm	✅

bash

# Checkov scan
checkov -d ./terraform/

# tfsec scan
tfsec ./terraform/

# Output example:
# CRITICAL: aws_s3_bucket.data has public access enabled
# HIGH: aws_db_instance.main is not encrypted
# MEDIUM: aws_security_group.web allows ingress from 0.0.0.0/0

hcl

# ❌ Bad Terraform
resource "aws_s3_bucket" "data" {
  bucket = "my-data-bucket"
  acl    = "public-read"  # DANGER!
}

# ✅ Secure Terraform
resource "aws_s3_bucket" "data" {
  bucket = "my-data-bucket"
}

resource "aws_s3_bucket_public_access_block" "data" {
  bucket                  = aws_s3_bucket.data.id
  block_public_acls       = true
  block_public_policy     = true
  ignore_public_acls      = true
  restrict_public_buckets = true
}

resource "aws_s3_bucket_server_side_encryption_configuration" "data" {
  bucket = aws_s3_bucket.data.id
  rule {
    apply_server_side_encryption_by_default {
      sse_algorithm = "aws:kms"
    }
  }
}

Compliance Automation — SOC2, HIPAA, PCI-DSS 📋

Manual compliance = painful, slow, expensive. Automated compliance = fast, consistent, auditable!

Common Compliance Frameworks:

Framework	Industry	Key Requirements
SOC2	SaaS/Tech	Data security, availability, confidentiality
HIPAA	Healthcare	Patient data protection, encryption, access control
PCI-DSS	Payments	Card data security, network segmentation
GDPR	EU data	Data privacy, right to deletion, consent
ISO 27001	General	Information security management system

Automation Tools:

Tool	What it does
Vanta	Continuous SOC2/HIPAA monitoring
Drata	Automated compliance evidence collection
AWS Config	Resource compliance rules
Open Policy Agent	Policy as code

python

# Open Policy Agent (OPA) - Policy as Code
# policy.rego
package kubernetes.admission

deny[msg] {
  input.request.kind.kind == "Pod"
  not input.request.object.spec.securityContext.runAsNonRoot
  msg := "Pods must run as non-root user!"
}

deny[msg] {
  input.request.kind.kind == "Deployment"
  not input.request.object.spec.template.spec.containers[_].resources.limits
  msg := "Containers must have resource limits!"
}

Compliance as Code benefits:

✅ Consistent — same rules every time
✅ Auditable — git history = audit trail
✅ Fast — seconds to verify, not days
✅ Scalable — 10 services or 1000, same effort

Runtime Security & Monitoring 📡

Build time security mattum podhadu — production la um monitor pannanum!

Runtime Security Tools:

Tool	What it monitors
Falco	Container runtime anomalies
AWS GuardDuty	AWS account threats
Wiz	Cloud security posture
Datadog Security	App + infra threats

What to monitor:

code

🚨 Alerts to Setup:
├── Unusual API call patterns
├── Failed login attempts (>5 in 1 min)
├── Privilege escalation attempts
├── Unexpected outbound network traffic
├── File system changes in containers
├── New admin user creation
└── Database query anomalies

Falco Rules Example:

yaml

- rule: Terminal shell in container
  desc: Detect shell opened in a container
  condition: >
    spawned_process and container and
    proc.name in (bash, sh, zsh)
  output: >
    Shell opened in container
    (user=%user.name container=%container.name
    shell=%proc.name)
  priority: WARNING

- rule: Sensitive file read
  desc: Detect reads of sensitive files
  condition: >
    open_read and container and
    fd.name in (/etc/shadow, /etc/passwd)
  output: >
    Sensitive file read in container
    (file=%fd.name container=%container.name)
  priority: CRITICAL

Incident Response Plan:

🚨 Detect — Automated alerts trigger
🔍 Analyze — Determine scope and impact
🛑 Contain — Isolate affected systems
🔧 Remediate — Fix vulnerability
📝 Post-mortem — Document and prevent recurrence

Real-World DevSecOps Example

✅ Example

Scenario: E-commerce AI Recommendation App 🛒

Before DevSecOps:

- 3 security incidents in 6 months

- Average fix time: 2 weeks

- Compliance audit: 3 months manual work

- Customer trust: declining 📉

After DevSecOps Implementation:

- Pre-commit: git-secrets + ESLint security rules

- CI: SonarQube SAST + Snyk dependency scan

- Build: Trivy container scan + Checkov IaC scan

- Staging: OWASP ZAP DAST

- Production: Falco monitoring + GuardDuty

- Compliance: Vanta continuous monitoring

Results (6 months later):

- ✅ 0 security incidents

- ✅ Vulnerabilities caught in <1 hour (vs 2 weeks)

- ✅ SOC2 compliance achieved in 6 weeks

- ✅ Customer trust restored 📈

- ✅ Developer velocity actually INCREASED (fewer fire drills!)

Getting Started — DevSecOps Roadmap 🗺️

Phase 1 — Quick Wins (Week 1-2):

✅ Enable GitHub Dependabot
✅ Install git-secrets pre-commit hooks
✅ Add npm audit / pip-audit to CI
✅ Enable GitHub Secret Scanning

Phase 2 — Core Security (Month 1):

✅ Add SonarQube SAST to pipeline
✅ Add Trivy container scanning
✅ Setup HashiCorp Vault / AWS Secrets Manager
✅ Define security gates (block on critical)

Phase 3 — Advanced (Month 2-3):

✅ Add OWASP ZAP DAST scanning
✅ IaC scanning with Checkov
✅ Runtime monitoring with Falco
✅ Compliance automation

Phase 4 — Mature (Ongoing):

✅ Threat modeling for new features
✅ Red team exercises
✅ Bug bounty program
✅ Security champions in each team

Cost for startups:

Most tools FREE — Snyk free tier, Trivy open-source, SonarQube Community, OWASP ZAP open-source. $0 la start pannalam! 💪

Summary

DevSecOps pathi namma learn pannadhu:

✅ Shift-Left: Security early la integrate — fix cost 30x reduce

✅ SAST: Source code vulnerabilities catch (SonarQube)

✅ DAST: Runtime vulnerabilities find (OWASP ZAP)

✅ SCA: Dependency vulnerabilities detect (Snyk/Dependabot)

✅ Container Security: Image scanning, non-root, minimal base

✅ Secret Management: Never hardcode — Vault, Secrets Manager use

✅ IaC Security: Terraform/K8s configs scan (Checkov/tfsec)

✅ Compliance: Automate SOC2, HIPAA checks

✅ Runtime Monitoring: Falco, GuardDuty — production la monitor

✅ Security Gates: Pipeline fail for critical vulnerabilities

Key takeaway: Security is not a phase — it's a culture. DevSecOps makes security everyone's responsibility, not just the security team's. Start small, automate everything, and build secure by default! 🔐🚀

🏁 🎮 Mini Challenge

Challenge: Secure GitHub Repository with DevSecOps

Security-first pipeline setup → vulnerabilities automatic detect pannu! 🔒

Step 1: GitHub Security Features Enable 🔐

bash

# Settings → Security → Enable:
# - Dependabot (dependency scanning)
# - Secret scanning
# - Code scanning (CodeQL)
# - Branch protection
# - Required status checks

Step 2: Secrets Management 🔑

bash

# .env files create (local only)
# .gitignore la .env add
# GitHub Secrets setup:
# - Settings → Secrets → New secret
# - API_KEY, DB_PASSWORD, etc.

# Code: use environment variables
import os
api_key = os.getenv("API_KEY")  # Never hardcode!

Step 3: Dependency Scanning 📦

bash

# requirements.txt (Python)
numpy==1.24.0  # Specific versions!
# No: numpy (latest, potential vulnerabilities)
# Dependabot automatically checks & updates

# .github/dependabot.yml
version: 2
updates:
  - package-ecosystem: "pip"
    directory: "/"
    schedule:
      interval: "weekly"

Step 4: SAST (Static Analysis) 🔍

yaml

# .github/workflows/security.yml
name: Security Scan
on: [push, pull_request]
jobs:
  codeql:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3
      - uses: github/codeql-action/init@v2
        with:
          languages: ['python']
      - uses: github/codeql-action/analyze@v2

Step 5: Container Image Scanning 🐳

bash

# Dockerfile security
# - Use specific base image versions
# - Don't run as root
# - Minimal layers, clean package manager

FROM python:3.10-slim
RUN apt-get update && apt-get install -y     build-essential &&     rm -rf /var/lib/apt/lists/*  # Clean cache
USER appuser
COPY --chown=appuser . .

Step 6: Secure Pipeline ✅

yaml

# .github/workflows/deploy.yml
on: [push]
jobs:
  security:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3
      - name: Trivy scan
        uses: aquasecurity/trivy-action@master
        with:
          image-ref: ${{ env.IMAGE }}
          format: 'sarif'
      - name: Upload to GitHub Security
        uses: github/codeql-action/upload-sarif@v2

  test:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v3
      - name: Run tests
        run: pytest

  deploy:
    needs: [security, test]
    runs-on: ubuntu-latest
    if: github.ref == 'refs/heads/main'
    steps:
      - name: Deploy
        run: gcloud run deploy app

Step 7: Review & Enforce 🛡️

bash

# Branch protection rules:
# - Require status checks pass
# - Require code review (1+ approvals)
# - Dismiss stale PR reviews
# - Include administrators (no bypass)
# - Require branches up to date

Step 8: Monitor & Audit 📊

bash

# Security tab → Dependabot alerts
# Security tab → Code scanning alerts
# Act on vulnerabilities immediately
# Document security decisions

Completion Time: 2-3 hours

Tools: GitHub Security, Trivy, CodeQL

Production-ready security ⭐⭐⭐

💼 Interview Questions

Q1: Secret management — hardcoding risks? Solutions?

A: Hardcoded secrets = GitHub scan bots steal (minutes la). Solutions: (1) Environment variables (2) Secrets manager (AWS Secrets Manager, HashiCorp Vault) (3) CI/CD platform secrets. Rotation: change periodically (quarterly). Leaked secret: rotate immediately, audit logs check (who accessed?).

Q2: Vulnerability scanning — false positives problem?

A: Dependabot, Trivy reports many (some outdated, not exploitable). Process: review (check if applicable to your code), assign severity, update or acknowledge. Acknowledge: document reason (not applicable in architecture). Policy: auto-update patch versions, manual review minor/major.

Q3: Container image security — best practices?

A: Alpine Linux (minimal). Scan base images. Don't run as root. Read-only filesystem. No secrets (use volume mounts). Regular updates. Signing images. Private registries. Scan after build + at runtime. Remove build tools from final image (multi-stage build).

Q4: API security — authentication/authorization?

A: Authentication: who are you (API key, OAuth, JWT). Authorization: can you do X (RBAC, fine-grained permissions). HTTPS only (encrypt transit). Rate limiting (prevent brute force). Input validation (prevent injection). Logging: audit trail (who accessed what).

Q5: Supply chain security — dependencies trusted?

A: Pin versions (not latest, avoid surprise breaks/vulnerabilities). Scan dependencies. Check license compatibility. Review source code (critical dependencies). Repository health (active maintenance, community). Alternatives: minimize dependencies (reduce attack surface). SBOM (Software Bill of Materials) generate, track.

Frequently Asked Questions

❓ DevSecOps vs DevOps — enna difference?

DevOps focuses on speed and automation of deployment. DevSecOps adds security at every stage — coding, building, testing, deploying. Security is "shifted left" into the development process instead of being an afterthought.

❓ SAST vs DAST — which one should I use?

Use both! SAST (Static Analysis) scans source code for vulnerabilities before running. DAST (Dynamic Analysis) tests the running application. SAST catches coding errors early, DAST finds runtime vulnerabilities like injection attacks.

❓ Is DevSecOps expensive to implement?

Initially setup effort more, but long-term la romba cheaper! Fixing a vulnerability in production costs 30x more than fixing it during development. Most DevSecOps tools have free tiers — Snyk, Trivy, SonarQube Community Edition.

❓ DevSecOps la minimum enna implement pannanum?

Start with: 1) Dependency scanning (Snyk/Dependabot), 2) Secret detection (git-secrets/truffleHog), 3) Container image scanning (Trivy), 4) Basic SAST (SonarQube). These four alone catch 80% of common vulnerabilities.

❓ How does DevSecOps help with compliance?

DevSecOps automates compliance checks — SOC2, HIPAA, PCI-DSS requirements automatically verify aagum every deployment la. Audit logs, access controls, vulnerability reports ellam automated ah generate aagum.

🧠Knowledge Check

Quiz 1 of 2

Un app oda API key accidentally GitHub la push aaiduchu. First step enna?

0 of 2 answered

← Previous ByteMulti-cloud AI systems Next Byte →Cloud cost optimization

Courses

Learning Paths

Exam Prep

DevSecOps

Introduction

Shift-Left Security — Early ah Catch Pannu

Shift-Left Pro Tip

SAST vs DAST — Static & Dynamic Analysis

SCA — Dependency Scanning 📦

Container Security — Docker & K8s 🐳

Container Security Warning

Secret Management — No More Hardcoded Passwords! 🔑

DevSecOps Pipeline Architecture

Infrastructure as Code Security 🏗️

Compliance Automation — SOC2, HIPAA, PCI-DSS 📋

Runtime Security & Monitoring 📡

Real-World DevSecOps Example

Getting Started — DevSecOps Roadmap 🗺️

Summary

🏁 🎮 Mini Challenge

💼 Interview Questions

Frequently Asked Questions