diff --git a/deployment/deploy.sh b/deployment/deploy.sh
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+#!/bin/bash
+
+# =============================================
+# Kubernetes Cluster Setup and Deployment Script
+# =============================================
+
+# Delete any existing cluster
+echo "🗑️  Deleting any existing kind cluster..."
+read -p ""
+kind delete cluster
+echo "✅ Existing cluster deleted. Press Enter to continue..."
+read -p ""
+
+echo "🚀 Starting Kubernetes cluster creation using kind -> kind create cluster --config kind-config.yaml"
+read -p ""
+kind create cluster --config kind-config.yaml
+echo "✅ Cluster created successfully. Press Enter to continue..."
+read -p ""
+
+# Get all resources using kubectl
+echo "📋 Listing all Kubernetes resources in the cluster -> kubectl get all"
+read -p ""
+kubectl get all
+echo "✅ Resources listed. Press Enter to continue..."
+read -p ""
+
+# Show the nodes in Docker
+echo "🐳 Displaying Docker containers (Kubernetes nodes) -> docker ps"
+read -p ""
+docker ps
+echo "✅ Docker nodes listed. Press Enter to continue..."
+read -p ""
+
+echo "📝 Viewing Data Retrieval Deployment File"
+read -p ""
+cat redis-deployment.yaml
+echo "✅ Data Retrieval Deployment File displayed. Press Enter to continue..."
+read -p ""
+
+echo "🔴 Deploying Redis Application -> kubectl apply -f redis-deployment.yaml"
+read -p ""
+kubectl apply -f redis-deployment.yaml
+echo "✅ Redis Application deployed successfully. Press Enter to continue..."
+read -p ""
+
+# Get the Redis pod name
+echo "📋 Checking Redis deployment status -> kubectl get all"
+read -p ""
+kubectl get all
+echo "✅ Redis pod status listed. Press Enter to continue..."
+read -p ""
+
+# Create a secret for the AWS access key and secret access key
+echo "🔑 Creating AWS credentials secret -> kubectl create secret generic aws-secret --from-literal=AWS_ACCESS_KEY_ID=<YOUR ACCESS KEY> --from-literal=AWS_SECRET_ACCESS_KEY=<YOUR SECRET ACCESS KEY>"
+read -p ""
+kubectl create secret generic aws-secret --from-literal=AWS_ACCESS_KEY_ID=... --from-literal=AWS_SECRET_ACCESS_KEY=...
+echo "✅ AWS secret created successfully. Press Enter to continue..."
+read -p ""
+
+# View the secret
+echo "🔍 Viewing AWS secret details -> kubectl get secret aws-secret"
+read -p ""
+kubectl get secret aws-secret
+echo "✅ AWS secret details displayed. Press Enter to continue..."
+read -p ""
+
+# Data Retrieval Container Build
+echo "🏗️ Building Data Retrieval Container -> docker build -t nabilabdennadher/data-retrieval-supcom2025:latest data-retrieval/."
+read -p ""
+docker build -t nabilabdennadher/data-retrieval-supcom2025:latest data-retrieval/.
+echo "✅ Data Retrieval Container built successfully. Press Enter to continue..."
+read -p ""
+
+# Push the Data Retrieval Container to Docker Hub
+echo "📤 Pushing Data Retrieval Container to Docker Hub -> docker push nabilabdennadher/data-retrieval-supcom2025:latest"
+read -p ""
+docker push nabilabdennadher/data-retrieval-supcom2025:latest
+echo "✅ Data Retrieval Container pushed to Docker Hub. Press Enter to continue..."
+read -p ""
+
+echo "📝 Viewing Data Retrieval Deployment File"
+read -p ""
+cat data-retrieval-deployment.yaml
+echo "✅ Data Retrieval Deployment File displayed. Press Enter to continue..."
+read -p ""
+
+echo "🚀 Deploying Data Retrieval Container to Kubernetes -> kubectl apply -f data-retrieval-deployment.yaml"
+read -p ""
+kubectl apply -f data-retrieval-deployment.yaml
+echo "✅ Data Retrieval Container deployed successfully. Press Enter to continue..."
+read -p ""
+
+echo "📋 Checking Data Retrieval Container deployment status -> kubectl get all"
+read -p ""
+kubectl get all
+echo "✅ Data Retrieval Container status listed. Press Enter to continue..."
+read -p ""
+
+echo "📝 Viewing Data Retrieval Container logs -> kubectl logs -f \$(kubectl get pods -l app=data-retrieval-pod -o jsonpath='{.items[0].metadata.name}')"
+read -p ""
+pod_name=$(kubectl get pods -l app=data-retrieval-pod -o jsonpath='{.items[0].metadata.name}')
+kubectl logs -f $pod_name
+echo "✅ Data Retrieval Container logs displayed. Press Enter to continue..."
+read -p ""
+
+# Create the Forecast Application
+echo "🏗️ Building Forecast Application container -> docker build -t nabilabdennadher/forecast-supcom2025:latest forecast/."
+read -p ""
+docker build -t nabilabdennadher/forecast-supcom2025:latest forecast/.
+echo "✅ Forecast Application container built successfully. Press Enter to continue..."
+read -p ""
+
+# Push the Forecast Application container to Docker Hub
+echo "📤 Pushing Forecast Application container to Docker Hub -> docker push nabilabdennadher/forecast-supcom2025:latest"
+read -p ""
+docker push nabilabdennadher/forecast-supcom2025:latest
+echo "✅ Forecast Application container pushed to Docker Hub. Press Enter to continue..."
+read -p ""
+
+# Deploy the Forecast Application
+echo "🚀 Deploying Forecast Application to Kubernetes -> kubectl apply -f forecast-deployment.yaml"
+read -p ""
+kubectl apply -f forecast-deployment.yaml
+echo "✅ Forecast Application deployed successfully. Press Enter to continue..."
+read -p ""
+
+# Wait for Forecast pod to be ready
+echo "⏳ Waiting for Forecast pod to be ready..."
+kubectl wait --for=condition=ready pod -l app=forecast-pod --timeout=450s
+echo "✅ Forecast pod is ready. Press Enter to continue..."
+read -p ""
+
+# Get the Forecast Application pod name
+echo "📋 Checking Forecast Application deployment status -> kubectl get all"
+read -p ""
+kubectl get all
+echo "✅ Forecast Application status listed. Press Enter to continue..."
+read -p ""
+
+# check the logs of the Forecast Application
+echo "📝 Viewing Forecast Container logs -> kubectl logs -f \$(kubectl get pods -l app=forecast-pod -o jsonpath='{.items[0].metadata.name}')"
+read -p ""
+pod_name=$(kubectl get pods -l app=forecast-pod -o jsonpath='{.items[0].metadata.name}')
+kubectl logs $pod_name
+echo "✅ Forecast Application logs displayed. Press Enter to continue..."
+read -p ""
+
+# Deploy the Grafana Application
+echo "📊 Deploying Grafana Application -> kubectl apply -f grafana-deployment.yaml"
+read -p ""
+kubectl apply -f grafana-deployment.yaml
+echo "✅ Grafana Application deployed successfully. Press Enter to continue..."
+read -p ""
+
+# Wait for Grafana pod to be ready
+echo "⏳ Waiting for Grafana pod to be ready..."
+kubectl wait --for=condition=ready pod -l app=grafana-pod --timeout=120s
+echo "✅ Grafana pod is ready. Press Enter to continue..."
+read -p ""
+
+# Get the Grafana Application pod name
+echo "📋 Checking Grafana Application deployment status -> kubectl get all"
+read -p ""
+kubectl get all
+echo "✅ Grafana Application status listed. Press Enter to continue..."
+read -p ""
+
+# Port forward the Grafana Application
+echo "🔌 Setting up port forwarding for Grafana -> kubectl port-forward \$(kubectl get pods -l app=grafana-pod -o jsonpath='{.items[0].metadata.name}') 3000:3000"
+read -p ""
+pod_name=$(kubectl get pods -l app=grafana-pod -o jsonpath='{.items[0].metadata.name}')
+kubectl port-forward $pod_name 3000:3000
+echo "✅ Grafana port forwarding established. Press Enter to continue..."
+read -p ""
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