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DevOps Week 7 - Complete Kubernetes Fundamentals Guide ☸️ Part 2

Master Kubernetes Services Deep Dive, Ingress, RBAC, OpenShift, Traffic Flow, Load Balancing, Security & Real-World DevOps Concepts πŸš€

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β€’22 min read
DevOps Week 7 - Complete Kubernetes Fundamentals Guide ☸️ Part 2
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πŸ‘‹ Hi, I’m Hritik Ranjan β€” a B.Tech CSE student and a passionate tech enthusiast focused on Quality Engineering, AI/ML, Cybersecurity, and DevOps. πŸ’‘ I enjoy building and testing scalable, secure, and intelligent systems that solve real-world problems. My expertise and interests include: πŸ”Ή Quality Assurance & Testing Hands-on experience in manual and automation testing using Selenium & Java, ensuring high-quality and reliable applications. πŸ”Ή Artificial Intelligence & Machine Learning Exploring advanced algorithms and developing intelligent systems for practical use cases. πŸ”Ή Cybersecurity Focused on vulnerability assessment, security testing, and system hardening. πŸ”Ή Web Development Building responsive and user-friendly applications using modern technologies. πŸ”Ή Data Science Analyzing complex data to extract actionable insights. πŸ’Ό Key Projects: πŸš€ Blindness Detection System Applied computer vision techniques to detect blindness-related conditions. πŸš€ AI-Powered Rail Madad Enhancement Developed an intelligent complaint management system to improve railway customer service. πŸš€ Interactive Applications Built multiple projects like quiz apps, calculators, and productivity tools. 🌱 I’m continuously learning and improving my skills in DevOps, Cloud, and Automation to become a well-rounded engineer. 🀝 Open to collaborations, internships, and opportunities in QA, DevOps, AI/ML, and Cybersecurity. πŸ“« Let’s connect: hritikranjan1408@gmail.com

πŸ”Ή Why Kubernetes Services Are Important? πŸ€”

In Kubernetes, Pods are temporary.

If a Pod crashes:

Kubernetes creates a new Pod with a new IP address

Because Pod IPs keep changing, applications cannot communicate reliably using direct Pod IPs.

This creates problems:
❌ Frontend cannot find backend
❌ Users lose connectivity
❌ Traffic routing becomes unstable


πŸ”Ή Solution: Kubernetes Services 🌐

Kubernetes Services provide:
βœ… Stable networking
βœ… Service discovery
βœ… Load balancing
βœ… Reliable communication between Pods

A Service acts as:

Stable entry point for Pods

Even if Pod IPs change, the Service remains constant.


πŸ”Ή Real-Life Example πŸ’‘

Imagine: Employees in a company keep changing desks daily.

Instead of contacting employees directly, customers contact:

Reception Desk

The receptionist forwards requests to available employees.

Similarly:

Kubernetes Service routes traffic to available Pods

πŸ”Ή Application Deployment in Kubernetes πŸš€

The instructor first:
βœ… Created a sample Django/Python application
βœ… Built Docker image
βœ… Deployed application in Kubernetes
βœ… Created 2 Pod replicas


πŸ”Ή Why Multiple Replicas Are Important? πŸ”„

Using multiple replicas helps in:
βœ… High availability
βœ… Load balancing
βœ… Better performance
βœ… Fault tolerance

If one Pod crashes, other Pods continue serving users.


πŸ”Ή Problem Without Services ⚠️

Suppose: Frontend application directly communicates with Pod IP.

If Pod gets deleted:
❌ IP changes
❌ Communication breaks
❌ Application stops working

This is why:

Direct Pod communication is not reliable

πŸ”Ή What is Service Discovery? πŸ”

Service Discovery means:

Automatically finding Pods inside Kubernetes

Kubernetes Services use:
βœ… Labels
βœ… Selectors

to identify Pods dynamically.


πŸ”Ή What are Labels? 🏷️

Labels are key-value pairs attached to Kubernetes objects.

Example:

app: django
env: production

Labels help Kubernetes identify Pods.


πŸ”Ή What are Selectors? 🎯

Selectors are used by Services to:

Find matching Pods using labels

πŸ”Ή How Labels & Selectors Work Together? βš™οΈ

Example:

Pod Label:

app: django

Service Selector:

app: django

Now Service automatically connects to matching Pods.


πŸ”Ή Important Learning πŸ’‘

If labels are incorrect:
❌ Service cannot discover Pods
❌ Traffic routing fails

The instructor demonstrated this practically.


πŸ”Ή Kubernetes Service Types 🌍

The video explains two major Service types:

βœ… NodePort |
βœ… LoadBalancer


πŸ”Ή NodePort Service 🌐

NodePort exposes application using:

<Node-IP>:<Port>

This allows access from outside Kubernetes cluster.


πŸ”Ή How NodePort Works? βš™οΈ

Traffic Flow:

User β†’ Worker Node IP β†’ Service β†’ Pod

Kubernetes opens a port on every worker node.

Example:

192.168.1.10:30007

πŸ”Ή Use Cases of NodePort πŸ’‘

Mostly used for:
βœ… Testing
βœ… Development
βœ… Internal applications


πŸ”Ή Limitations of NodePort ⚠️

❌ Not ideal for production internet exposure
❌ Requires node IP knowledge
❌ Limited scalability


πŸ”Ή LoadBalancer Service ☁️

LoadBalancer exposes application publicly using cloud provider integrations.

Used mainly in:

  • AWS

  • Azure

  • GCP


πŸ”Ή How LoadBalancer Works? 🌍

Traffic Flow:

Internet β†’ Cloud Load Balancer β†’ Service β†’ Pods

Cloud provider automatically:
βœ… Creates public IP
βœ… Configures external load balancer


πŸ”Ή Benefits of LoadBalancer πŸš€

βœ… Public internet access
βœ… Production-ready
βœ… Automatic traffic distribution
βœ… Better scalability


πŸ”Ή Traffic Load Balancing in Kubernetes βš–οΈ

One of the biggest advantages of Services is:

Automatic traffic distribution

If multiple Pods exist: Kubernetes Service distributes requests across Pods.


πŸ”Ή Round Robin Load Balancing πŸ”„

The instructor demonstrated:

Round Robin traffic distribution

Example:

  • Request 1 β†’ Pod A

  • Request 2 β†’ Pod B

  • Request 3 β†’ Pod A

This improves:
βœ… Performance
βœ… Availability
βœ… Resource utilization


πŸ”Ή What is KubeShark? 🦈

KubeShark is a Kubernetes traffic debugging and visualization tool.

It helps engineers:
βœ… Monitor traffic
βœ… Debug networking
βœ… Visualize request flow
βœ… Understand service communication


πŸ”Ή Why KubeShark is Useful? πŸš€

Normally, network traffic inside Kubernetes is difficult to understand.

KubeShark makes it easy by showing:

Real-time request & response flow

πŸ”Ή What Did the Instructor Demonstrate? πŸ’‘

Using KubeShark, the instructor showed:
βœ… Request origin
βœ… Traffic entering Service
βœ… Traffic routing to Pods
βœ… Load balancing behavior


πŸ”Ή Kubernetes Traffic Flow Explained πŸ”„

Complete request flow:

User β†’ Kubernetes Service β†’ Selected Pod

If multiple Pods exist: Service automatically selects one Pod.


πŸ”Ή Real-Life Example πŸ’‘

Imagine: A restaurant has:

  • Multiple chefs (Pods)

  • One receptionist (Service)

Customers place orders at reception.

Reception distributes work among chefs equally.

This is exactly how:

Kubernetes Services perform load balancing

πŸ”Ή Why Services Are Critical in Production? 🏒

Without Services:
❌ Applications break when Pod IP changes
❌ Scaling becomes difficult
❌ Networking becomes unstable

Services provide:
βœ… Stability
βœ… Scalability
βœ… Reliable communication
βœ… Production-grade networking


πŸ”Ή Beginner-Friendly Summary 🧠

Concept Simple Meaning
Pod Runs application
Service Stable communication layer
Labels Pod identification tags
Selectors Used to find Pods
NodePort Exposes app via node IP
LoadBalancer Public internet access
KubeShark Traffic monitoring tool

πŸ”Ή Important kubectl Commands βš™οΈ


βœ” View Services

kubectl get svc

βœ” View Pods

kubectl get pods

βœ” Describe Service

kubectl describe svc <service-name>

βœ” Expose Deployment

kubectl expose deployment django-app --type=NodePort --port=80

πŸ”₯ Real-World Scenario Based Questions


❓ Why not use Pod IP directly?

βœ… Answer:

Because Pod IPs are temporary and change whenever Pods restart or get recreated.

Services provide stable communication.


❓ How does Kubernetes achieve load balancing?

βœ… Answer:

Kubernetes Services distribute incoming traffic across multiple Pods using round-robin method.


❓ What happens if labels don’t match selectors?

βœ… Answer:

Service cannot discover Pods, so traffic routing fails.


❓ Why is LoadBalancer preferred in production?

βœ… Answer:

Because it provides:
βœ… Public access
βœ… Scalability
βœ… Cloud integration
βœ… Better availability


❓ Why is KubeShark useful?

βœ… Answer:

It helps DevOps engineers:
βœ… Visualize traffic
βœ… Debug networking
βœ… Monitor communication between services



πŸ”Ή What Problem Exists with Kubernetes Services? πŸ€”

Kubernetes Services are great for:
βœ… Service discovery
βœ… Internal communication
βœ… Basic load balancing

But in real production environments, they are not enough.


πŸ”Ή Limitations of Basic Kubernetes Services ⚠️

Basic Services cannot easily handle:
❌ Path-based routing
❌ Host-based routing
❌ Sticky sessions
❌ Advanced HTTPS/TLS management
❌ Centralized traffic management


πŸ”Ή Real-World Problem Example πŸ’‘

Imagine: Your company has:

  • Frontend application

  • API service

  • Admin dashboard

  • Payment service

If every application uses:

Separate LoadBalancer service

then:
❌ Multiple public IPs are created
❌ Cloud cost increases
❌ Management becomes difficult


πŸ”Ή Why LoadBalancer Services Become Expensive? πŸ’°

Cloud providers like:

  • AWS

  • Azure

  • GCP

charge money for every:

Public LoadBalancer IP

If a company has:

  • 20 microservices

  • 50 applications

then cost becomes very high.


πŸ”Ή Solution: Kubernetes Ingress πŸš€

Ingress provides:
βœ… Centralized routing
βœ… Single entry point
βœ… Advanced load balancing
βœ… HTTPS support
βœ… Domain-based routing


πŸ”Ή What is Kubernetes Ingress? 🌐

Ingress is a Kubernetes resource used to:

Manage external access to applications inside the cluster

It acts like:

Smart traffic manager

for Kubernetes applications.


πŸ”Ή Real-Life Example πŸ’‘

Imagine a shopping mall.

Instead of every shop having:
❌ Separate gate

the mall uses:

One main entrance with security & routing

Visitors are guided to correct shops.

Similarly: Ingress routes users to correct services.


πŸ”Ή What Can Ingress Do? βš™οΈ

Ingress supports:
βœ… Host-based routing
βœ… Path-based routing
βœ… HTTPS/TLS
βœ… Load balancing
βœ… SSL termination
βœ… Reverse proxy functionality


πŸ”Ή What is Host-Based Routing? 🌍

Traffic routing based on domain names.

Example:

api.myapp.com β†’ API Service
admin.myapp.com β†’ Admin Service
shop.myapp.com β†’ Shopping Service

πŸ”Ή What is Path-Based Routing? πŸ›£οΈ

Traffic routing based on URL paths.

Example:

/api β†’ Backend API
/admin β†’ Admin dashboard
/products β†’ Product service

πŸ”Ή What are Sticky Sessions? πŸͺ

Sticky sessions ensure:

User continuously connects to same backend server

Useful for:

  • Login sessions

  • Shopping carts

  • Stateful applications


πŸ”Ή Why Ingress is Important in Microservices? 🏒

Modern applications contain:

  • Many services

  • Multiple APIs

  • Separate frontend/backend systems

Ingress helps:
βœ… Manage traffic centrally
βœ… Simplify routing
βœ… Reduce infrastructure cost


πŸ”Ή Important Concept: Ingress Alone Does NOT Work ⚠️

This is the most important beginner concept.

Ingress resource only defines:

Routing rules

But it cannot actually handle traffic by itself.


πŸ”Ή What is an Ingress Controller? πŸŽ›οΈ

Ingress Controller is the actual component that:
βœ… Reads Ingress rules
βœ… Configures load balancer
βœ… Routes traffic properly


πŸ”Ή Real-Life Example πŸ’‘

Think of:

Ingress = Traffic rules document
Ingress Controller = Traffic police implementing rules

Without traffic police, rules cannot work.


πŸ”Ή Popular Ingress Controllers πŸš€

Common controllers include:

  • NGINX Ingress Controller

  • HAProxy

  • Traefik

  • F5

  • AWS ALB Controller


πŸ”Ή NGINX Ingress Controller 🌐

The instructor used:

NGINX Ingress Controller

because it is:
βœ… Popular
βœ… Beginner friendly
βœ… Production-ready
βœ… Widely used in industry


πŸ”Ή How Ingress Works? πŸ”„

Traffic Flow:

User β†’ Ingress Controller β†’ Ingress Rules β†’ Kubernetes Service β†’ Pods

πŸ”Ή Complete Workflow Explained πŸ’‘

Step 1: User opens website.

Step 2: Ingress Controller receives traffic.

Step 3: Ingress rules decide:

Where request should go

Step 4: Traffic forwarded to correct Kubernetes Service.

Step 5: Service sends traffic to Pods.


πŸ”Ή Practical Demo Covered in Video πŸ§ͺ

The instructor demonstrated:
βœ… Creating Ingress resource
βœ… Installing NGINX Ingress Controller
βœ… Configuring routing rules
βœ… Exposing applications
βœ… Testing routing locally
Video link - https://youtu.be/47ck6bh6dfI?si=mDTEXUXP1N50AinI


πŸ”Ή Important Beginner Mistake ⚠️

Many beginners think:

Creating Ingress YAML is enough

But: ❌ Without Ingress Controller, Ingress does not function.


πŸ”Ή Why Ingress Controller is Mandatory? πŸ€”

Because controller:
βœ… Watches Ingress resources
βœ… Applies routing configuration
βœ… Manages actual traffic flow

Without controller:

No traffic routing happens

πŸ”Ή Local Testing Using /etc/hosts πŸ–₯️

The instructor also showed:

/etc/hosts file modification

for local domain testing.

Example:

127.0.0.1 myapp.local

This helps simulate:
βœ… Real domain names
βœ… Local testing environment


πŸ”Ή Kubernetes Ingress vs LoadBalancer βš”οΈ

LoadBalancer Ingress
Separate public IP for each service Single entry point
Expensive Cost efficient
Limited routing Advanced routing
Basic load balancing Enterprise features
Difficult to manage Centralized management

πŸ”Ή Why Companies Prefer Ingress? 🏒

Ingress provides:
βœ… Better scalability
βœ… Lower cloud cost
βœ… Centralized traffic management
βœ… HTTPS support
βœ… Production-ready architecture


πŸ”Ή Beginner-Friendly Architecture Flow ☸️

Internet
   ↓
Ingress Controller
   ↓
Ingress Rules
   ↓
Kubernetes Services
   ↓
Pods

πŸ”Ή Important kubectl Commands βš™οΈ


βœ” View Ingress Resources

kubectl get ingress

βœ” Describe Ingress

kubectl describe ingress

βœ” View Services

kubectl get svc

βœ” View Pods

kubectl get pods

πŸ”Ή Example Ingress YAML πŸ“„

apiVersion: networking.k8s.io/v1
kind: Ingress
metadata:
  name: my-ingress
spec:
  rules:
  - host: myapp.local
    http:
      paths:
      - path: /
        pathType: Prefix
        backend:
          service:
            name: frontend-service
            port:
              number: 80

πŸ”₯ Real-World Scenario Based Questions


❓ Why not use LoadBalancer for every service?

βœ… Answer:

Because:
❌ Cloud cost becomes very high
❌ Multiple public IPs are difficult to manage

Ingress provides centralized routing using single entry point.


❓ What happens if Ingress Controller is missing?

βœ… Answer:

Ingress rules will exist, but traffic routing will not work.

Because controller is responsible for implementing rules.


❓ Why is Ingress important for microservices?

βœ… Answer:

Because microservices architecture contains many services, Ingress helps manage:
βœ… Routing
βœ… Security
βœ… HTTPS
βœ… Traffic management centrally


❓ What is the difference between Ingress and Service?

βœ… Answer:

Service Ingress
Internal communication External traffic management
Basic load balancing Advanced routing
Works inside cluster Entry point for external users

❓ Why is NGINX Ingress Controller popular?

βœ… Answer:

Because it is:
βœ… Open-source
βœ… Fast
βœ… Reliable
βœ… Production-ready
βœ… Easy to configure


πŸ”₯ Interview Tip πŸš€

If interviewer asks:

Why Ingress is needed?

Best answer:

Ingress provides advanced routing, HTTPS security, and centralized traffic management while reducing cloud infrastructure cost.

πŸ”Ή What is RBAC in Kubernetes? πŸ”

RBAC stands for:

Role-Based Access Control

It is a security mechanism used in Kubernetes to:

Control who can access what inside the cluster

RBAC defines:
βœ… Who can access resources
βœ… What actions they can perform
βœ… Which resources they can manage


πŸ”Ή Why RBAC is Important? πŸ€”

In production environments, many people work on the same Kubernetes cluster.

Examples:

  • Developers

  • DevOps Engineers

  • Security Teams

  • QA Teams

Without RBAC:
❌ Anyone could delete Pods
❌ Anyone could change deployments
❌ Security risks become very high


πŸ”Ή Real-Life Example πŸ’‘

Imagine a company office.

Different employees have different permissions:

  • HR can access employee records

  • Finance team can access salary data

  • Security guards control entry gates

Not everyone gets:

Full admin access

Similarly, RBAC controls permissions inside Kubernetes.


πŸ”Ή What Does RBAC Control? βš™οΈ

RBAC controls actions like:
βœ… Creating Pods
βœ… Deleting Deployments
βœ… Viewing Logs
βœ… Accessing Secrets
βœ… Managing Namespaces


πŸ”Ή Core Components of Kubernetes RBAC 🧩

RBAC mainly consists of:

  • Users / Service Accounts

  • Roles / ClusterRoles

  • RoleBindings / ClusterRoleBindings

These components work together to manage permissions.


πŸ”Ή Users & Service Accounts πŸ‘€

These are identities requesting access.

Examples:

  • Developers

  • CI/CD pipelines

  • Applications

  • Automation tools


πŸ”Ή Difference Between User and Service Account βš”οΈ

User Service Account
Human identity Application identity
Used by developers/admins Used by Pods/apps
External authentication Managed inside Kubernetes

πŸ”Ή Important Beginner Concept ⚠️

Kubernetes does:

NOT manage users directly

Instead, authentication is handled using external systems like:

  • AWS IAM

  • Okta

  • Keycloak

  • Azure AD


πŸ”Ή What is a Role? πŸ›‘οΈ

A Role defines:

What actions are allowed

inside a specific namespace.

Example: A Role may allow:
βœ… View Pods
βœ… Read logs
❌ Cannot delete deployments


πŸ”Ή Real-Life Example of Role πŸ’‘

Think of:

Role = Job responsibilities

Example:

  • Manager permissions

  • Employee permissions

  • Intern permissions


πŸ”Ή What is a ClusterRole? 🌍

ClusterRole works across:

Entire Kubernetes cluster

Unlike Roles, ClusterRoles are not limited to one namespace.


πŸ”Ή Difference Between Role and ClusterRole βš”οΈ

Role ClusterRole
Namespace-specific Cluster-wide
Limited scope Full cluster scope
Smaller permissions Larger permissions

πŸ”Ή What is RoleBinding? πŸ”—

RoleBinding connects:

User/Service Account β†’ Role

It assigns permissions to users.

Without RoleBinding:
❌ Roles are useless


πŸ”Ή Real-Life Example πŸ’‘

Imagine:

Role = Office ID card permissions
RoleBinding = Assigning ID card to employee

πŸ”Ή What is ClusterRoleBinding? 🌐

ClusterRoleBinding connects:

User β†’ ClusterRole

across the entire Kubernetes cluster.


πŸ”Ή How RBAC Works? πŸ”„

Complete Flow:

User β†’ RoleBinding β†’ Role β†’ Permissions β†’ Kubernetes Resources

πŸ”Ή Example RBAC Workflow πŸ’‘

Developer wants to:

View Pods in development namespace

RBAC checks:
βœ… Does user have Role?
βœ… Is RoleBinding configured?
βœ… Does Role allow action?

If yes:
βœ… Access granted

Otherwise:
❌ Access denied


πŸ”Ή Why Companies Use RBAC? 🏒

RBAC helps organizations:
βœ… Improve security
βœ… Prevent accidental deletions
βœ… Control team permissions
βœ… Follow compliance rules
βœ… Separate responsibilities


πŸ”Ή What is OpenShift? ☁️

OpenShift is:

Enterprise Kubernetes platform by Red Hat

It provides:
βœ… Kubernetes management
βœ… Security features
βœ… CI/CD integrations
βœ… Monitoring tools


πŸ”Ή OpenShift Sandbox for Beginners πŸš€

The instructor demonstrated:

Free 30-day OpenShift Sandbox

This gives learners:
βœ… Real Kubernetes environment
βœ… Hands-on practice
βœ… Production-like experience

without requiring cloud setup.


πŸ”Ή Benefits of OpenShift Sandbox πŸ’‘

Beginners can:
βœ… Practice Kubernetes
βœ… Deploy applications
βœ… Learn RBAC
βœ… Monitor workloads
βœ… Explore dashboards


πŸ”Ή OpenShift Dashboard πŸ–₯️

The instructor also explored:
βœ… Deployments
βœ… Events
βœ… Pods
βœ… Monitoring tools
βœ… Resource usage

through the OpenShift UI dashboard.


πŸ”Ή CLI Login Using Token πŸ”‘

OpenShift allows login using:

CLI display token

This helps users securely connect to the cluster.


πŸ”Ή Why Learning RBAC is Important for DevOps Engineers? πŸš€

RBAC is used daily in production environments.

DevOps Engineers manage:
βœ… Team access
βœ… Deployment permissions
βœ… Security policies
βœ… CI/CD authentication


πŸ”Ή Beginner-Friendly RBAC Architecture ☸️

User / Service Account
          ↓
     RoleBinding
          ↓
      Role
          ↓
 Kubernetes Resources

πŸ”Ή Example Role YAML πŸ“„

apiVersion: rbac.authorization.k8s.io/v1
kind: Role
metadata:
  namespace: dev
  name: pod-reader
rules:
- apiGroups: [""]
  resources: ["pods"]
  verbs: ["get", "watch", "list"]

πŸ”Ή Example RoleBinding YAML πŸ“„

apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
  name: read-pods
  namespace: dev
subjects:
- kind: User
  name: developer1
roleRef:
  kind: Role
  name: pod-reader
  apiGroup: rbac.authorization.k8s.io

πŸ”Ή Important kubectl Commands βš™οΈ


βœ” View Roles

kubectl get roles

βœ” View RoleBindings

kubectl get rolebindings

βœ” View ClusterRoles

kubectl get clusterroles

βœ” View ClusterRoleBindings

kubectl get clusterrolebindings

βœ” Check User Permissions

kubectl auth can-i create pods

πŸ”₯ Real-World Scenario Based Questions


❓ Why is RBAC important in Kubernetes?

βœ… Answer:

RBAC improves security by controlling who can access and modify Kubernetes resources.


❓ What happens if RBAC is not configured?

βœ… Answer:

Anyone with access may:
❌ Delete workloads
❌ Modify configurations
❌ Access sensitive data

This creates major security risks.


❓ Why does Kubernetes use external authentication providers?

βœ… Answer:

Kubernetes focuses on cluster management, so authentication is delegated to systems like:

  • AWS IAM

  • Okta

  • Keycloak


❓ Difference between Role and ClusterRole?

βœ… Answer:

Role ClusterRole
Namespace level Cluster-wide
Limited scope Global permissions

❓ What is the purpose of RoleBinding?

βœ… Answer:

RoleBinding assigns Roles to users or service accounts.

Without binding, permissions are not applied.


πŸ”₯ Interview Tip πŸš€

If interviewer asks:

What is RBAC?

Best answer:

RBAC is a Kubernetes security mechanism that controls which users or applications can perform specific actions on cluster resources.


πŸš€ Continue Your Learning Journey

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Hritik Ranjan

πŸ’‘ AI Enthusiast ☁️ DevOps Learner πŸ” Cybersecurity Advocate πŸ’» Software Developer

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Keep Learning. Keep Building. Keep Growing. πŸš€

DevOps Learning Journey πŸš€

Part 9 of 14

Documenting my step-by-step journey of learning DevOps β€” from basics to advanced concepts. In this series, I’ll share weekly notes, hands-on practice, tools, and real-world insights as I grow in DevOps.

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