diff --git a/smarketing-ai/app.py b/smarketing-ai/app.py
index 218c44d..dadd215 100644
--- a/smarketing-ai/app.py
+++ b/smarketing-ai/app.py
@@ -45,7 +45,7 @@ def create_app():
 
     # ===== 새로운 API 엔드포인트 =====
 
-    @app.route('/api/ai/sns', methods=['GET'])
+    @app.route('/api/ai/sns', methods=['POST'])
     def generate_sns_content():
         """
         SNS 게시물 생성 API (새로운 요구사항)
diff --git a/smarketing-ai/deployment/Jenkinsfile b/smarketing-ai/deployment/Jenkinsfile
index 8e07c93..e55f855 100644
--- a/smarketing-ai/deployment/Jenkinsfile
+++ b/smarketing-ai/deployment/Jenkinsfile
@@ -1,5 +1,3 @@
-// smarketing-backend/smarketing-ai/deployment/Jenkinsfile
-
 def PIPELINE_ID = "${env.BUILD_NUMBER}"
 
 def getImageTag() {
@@ -13,184 +11,166 @@ podTemplate(
     serviceAccount: 'jenkins',
     containers: [
         containerTemplate(name: 'podman', image: "mgoltzsche/podman", ttyEnabled: true, command: 'cat', privileged: true),
-        containerTemplate(name: 'git', image: 'alpine/git:latest', command: 'cat', ttyEnabled: true)
+        containerTemplate(name: 'azure-cli', image: 'hiondal/azure-kubectl:latest', command: 'cat', ttyEnabled: true),
+        containerTemplate(name: 'envsubst', image: "hiondal/envsubst", command: 'sleep', args: '1h')
     ],
     volumes: [
-        emptyDirVolume(mountPath: '/run/podman', memory: false)
+        emptyDirVolume(mountPath: '/run/podman', memory: false),
+        emptyDirVolume(mountPath: '/root/.azure', memory: false)
     ]
 ) {
     node(PIPELINE_ID) {
         def props
         def imageTag = getImageTag()
-        
-        // Manifest Repository 설정
-        def MANIFEST_REPO = 'https://github.com/won-ktds/smarketing-manifest.git'
-        def MANIFEST_CREDENTIAL_ID = 'github-credentials-smarketing'
+        def manifest = "deploy.yaml"
+        def namespace
 
-        try {
-            stage("Get Source") {
-                checkout scm
-                
-                // smarketing-ai 하위에 있는 설정 파일 읽기
-                props = readProperties file: "smarketing-ai/deployment/deploy_env_vars"
+        stage("Get Source") {
+            checkout scm
+            props = readProperties file: "smarketing-ai/deployment/deploy_env_vars"
+            namespace = "${props.namespace}"
 
-                echo "=== Build Information ==="
-                echo "Service: smarketing-ai"
-                echo "Image Tag: ${imageTag}"
-                echo "Registry: ${props.registry}"
-                echo "Image Org: ${props.image_org}"
-                echo "Team ID: ${props.teamid}"
+            echo "Registry: ${props.registry}"
+            echo "Image Org: ${props.image_org}"
+            echo "Team ID: ${props.teamid}"
+        }
+
+        stage("Check Changes") {
+            script {
+                def changes = sh(
+                    script: "git diff --name-only HEAD~1 HEAD",
+                    returnStdout: true
+                ).trim()
+
+                echo "Changed files: ${changes}"
+
+                if (!changes.contains("smarketing-ai/")) {
+                    echo "No changes in smarketing-ai, skipping build"
+                    currentBuild.result = 'SUCCESS'
+                    error("Stopping pipeline - no changes detected")
+                }
+
+                echo "Changes detected in smarketing-ai, proceeding with build"
             }
+        }
 
-            stage("Check Changes") {
-                script {
-                    def changes = sh(
-                        script: "git diff --name-only HEAD~1 HEAD",
-                        returnStdout: true
-                    ).trim()
-
-                    echo "Changed files: ${changes}"
-
-                    if (!changes.contains("smarketing-ai/")) {
-                        echo "No changes in smarketing-ai, skipping build"
-                        currentBuild.result = 'SUCCESS'
-                        error("Stopping pipeline - no changes detected")
-                    }
-
-                    echo "Changes detected in smarketing-ai, proceeding with build"
+        stage("Setup AKS") {
+            container('azure-cli') {
+                withCredentials([azureServicePrincipal('azure-credentials')]) {
+                    sh """
+                        az login --service-principal -u \$AZURE_CLIENT_ID -p \$AZURE_CLIENT_SECRET -t \$AZURE_TENANT_ID
+                        az aks get-credentials --resource-group rg-digitalgarage-02 --name aks-digitalgarage-02 --overwrite-existing
+                        kubectl create namespace ${namespace} --dry-run=client -o yaml | kubectl apply -f -
+                    """
                 }
             }
+        }
 
-            stage('Build & Push Docker Image') {
-                container('podman') {
-                    sh 'podman system service -t 0 unix:///run/podman/podman.sock & sleep 2'
+        stage('Build & Push Docker Image') {
+            container('podman') {
+                sh 'podman system service -t 0 unix:///run/podman/podman.sock & sleep 2'
 
-                    withCredentials([usernamePassword(
-                        credentialsId: 'acr-credentials',
-                        usernameVariable: 'ACR_USERNAME',
-                        passwordVariable: 'ACR_PASSWORD'
-                    )]) {
-                        sh """
-                            echo "=========================================="
-                            echo "Building smarketing-ai Python Flask application"
-                            echo "Image Tag: ${imageTag}"
-                            echo "=========================================="
+                withCredentials([usernamePassword(
+                    credentialsId: 'acr-credentials',
+                    usernameVariable: 'ACR_USERNAME',
+                    passwordVariable: 'ACR_PASSWORD'
+                )]) {
+                    sh """
+                        echo "=========================================="
+                        echo "Building smarketing-ai Python Flask application"
+                        echo "Image Tag: ${imageTag}"
+                        echo "=========================================="
 
-                            # ACR 로그인
-                            echo \$ACR_PASSWORD | podman login ${props.registry} --username \$ACR_USERNAME --password-stdin
+                        # ACR 로그인
+                        echo \$ACR_PASSWORD | podman login ${props.registry} --username \$ACR_USERNAME --password-stdin
 
-                            # Docker 이미지 빌드
-                            podman build \\
-                                -f smarketing-ai/deployment/Dockerfile \\
-                                -t ${props.registry}/${props.image_org}/smarketing-ai:${imageTag} .
+                        # Docker 이미지 빌드
+                        podman build \
+                            -f smarketing-ai/deployment/Dockerfile \
+                            -t ${props.registry}/${props.image_org}/smarketing-ai:${imageTag} .
 
-                            # 이미지 푸시
-                            podman push ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}
+                        # 이미지 푸시
+                        podman push ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}
 
-                            echo "Successfully built and pushed: ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}"
-                        """
-                    }
+                        echo "Successfully built and pushed: ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}"
+                    """
                 }
             }
+        }
 
-            stage('Update Manifest Repository') {
-                container('git') {
-                    script {
-                        // Manifest Repository Clone
-                        withCredentials([usernamePassword(
-                            credentialsId: MANIFEST_CREDENTIAL_ID,
-                            usernameVariable: 'GIT_USERNAME',
-                            passwordVariable: 'GIT_PASSWORD'
-                        )]) {
-                            sh """
-                                echo "=== Git 설정 ==="
-                                git config --global user.name "Jenkins CI"
-                                git config --global user.email "jenkins@company.com"
-                                
-                                echo "=== Manifest Repository Clone ==="
-                                rm -rf manifest-repo
-                                git clone https://\$GIT_USERNAME:\$GIT_PASSWORD@github.com/won-ktds/smarketing-manifest.git manifest-repo
-                                cd manifest-repo
-                            """
-                            
-                            def fullImageName = "${props.registry}/${props.image_org}/smarketing-ai:${imageTag}"
-                            def deploymentFile = "smarketing-ai/deployments/smarketing-ai/smarketing-ai-deployment.yaml"
-                            
-                            sh """
-                                cd manifest-repo
-                                
-                                echo "=== smarketing-ai 이미지 태그 업데이트 ==="
-                                if [ -f "${deploymentFile}" ]; then
-                                    # 이미지 태그 업데이트 (sed 사용)
-                                    sed -i 's|image: ${props.registry}/${props.image_org}/smarketing-ai:.*|image: ${fullImageName}|g' "${deploymentFile}"
-                                    echo "Updated ${deploymentFile} with new image: ${fullImageName}"
-                                    
-                                    # 변경사항 확인
-                                    echo "=== 변경된 내용 확인 ==="
-                                    grep "image: ${props.registry}/${props.image_org}/smarketing-ai" "${deploymentFile}" || echo "이미지 태그 업데이트 확인 실패"
-                                else
-                                    echo "Warning: ${deploymentFile} not found"
-                                fi
-                            """
-                            
-                            sh """
-                                cd manifest-repo
-                                
-                                echo "=== Git 변경사항 확인 ==="
-                                git status
-                                git diff
-                                
-                                # 변경사항이 있으면 커밋 및 푸시
-                                if [ -n "\$(git status --porcelain)" ]; then
-                                    git add .
-                                    git commit -m "Update smarketing-ai to ${imageTag} - Build ${env.BUILD_NUMBER}"
-                                    git push origin main
-                                    echo "✅ Successfully updated manifest repository"
-                                else
-                                    echo "ℹ️ No changes to commit"
-                                fi
-                            """
-                        }
-                    }
-                }
-            }
+        stage('Generate & Apply Manifest') {
+            container('envsubst') {
+                withCredentials([
+                    string(credentialsId: 'SECRET_KEY', variable: 'SECRET_KEY'),
+                    string(credentialsId: 'CLAUDE_API_KEY', variable: 'CLAUDE_API_KEY'),
+                    string(credentialsId: 'OPENAI_API_KEY', variable: 'OPENAI_API_KEY'),
+                    string(credentialsId: 'AZURE_STORAGE_ACCOUNT_NAME', variable: 'AZURE_STORAGE_ACCOUNT_NAME'),
+                    string(credentialsId: 'AZURE_STORAGE_ACCOUNT_KEY', variable: 'AZURE_STORAGE_ACCOUNT_KEY')
+                ]) {
+                    sh """
+                        export namespace=${namespace}
+                        export replicas=${props.replicas}
+                        export resources_requests_cpu=${props.resources_requests_cpu}
+                        export resources_requests_memory=${props.resources_requests_memory}
+                        export resources_limits_cpu=${props.resources_limits_cpu}
+                        export resources_limits_memory=${props.resources_limits_memory}
+                        export upload_folder=${props.upload_folder}
+                        export max_content_length=${props.max_content_length}
+                        export allowed_extensions=${props.allowed_extensions}
+                        export server_host=${props.server_host}
+                        export server_port=${props.server_port}
+                        export azure_storage_container_name=${props.azure_storage_container_name}
 
-            stage('Trigger ArgoCD Sync') {
-                script {
-                    echo """
-🎯 smarketing-ai CI Pipeline 완료!
+                        # 이미지 경로 환경변수 설정
+                        export smarketing_image_path=${props.registry}/${props.image_org}/smarketing-ai:${imageTag}
 
-📦 빌드된 이미지:
-- ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}
+                        # Sensitive 환경변수 설정 (Jenkins Credentials에서)
+                        export secret_key=\$SECRET_KEY
+                        export claude_api_key=\$CLAUDE_API_KEY
+                        export openai_api_key=\$OPENAI_API_KEY
+                        export azure_storage_account_name=\$AZURE_STORAGE_ACCOUNT_NAME
+                        export azure_storage_account_key=\$AZURE_STORAGE_ACCOUNT_KEY
 
-🔄 ArgoCD 동작:
-- ArgoCD가 manifest repository 변경사항을 자동으로 감지합니다
-- smarketing-ai Application이 새로운 이미지로 동기화됩니다
-- ArgoCD UI에서 배포 상태를 모니터링하세요
-
-🌐 ArgoCD UI: [ArgoCD 접속 URL]
-📁 Manifest Repo: ${MANIFEST_REPO}
+                        # manifest 생성
+                        envsubst < smarketing-ai/deployment/${manifest}.template > smarketing-ai/deployment/${manifest}
+                        echo "Generated manifest file:"
+                        cat smarketing-ai/deployment/${manifest}
                     """
                 }
             }
 
-            // 성공 시 처리
-            echo """
-✅ smarketing-ai CI Pipeline 성공!
-🏷️ 새로운 이미지 태그: ${imageTag}
-🔄 ArgoCD가 자동으로 배포를 시작합니다
-            """
+            container('azure-cli') {
+                sh """
+                    kubectl apply -f smarketing-ai/deployment/${manifest}
 
-        } catch (Exception e) {
-            // 실패 시 처리
-            echo "❌ smarketing-ai CI Pipeline 실패: ${e.getMessage()}"
-            throw e
-        } finally {
-            // 정리 작업 (항상 실행)
-            container('podman') {
-                sh 'podman system prune -f || true'
+                    echo "Waiting for smarketing deployment to be ready..."
+                    kubectl -n ${namespace} wait --for=condition=available deployment/smarketing --timeout=300s
+
+                    echo "=========================================="
+                    echo "Getting LoadBalancer External IP..."
+
+                    # External IP 확인 (최대 5분 대기)
+                    for i in {1..30}; do
+                        EXTERNAL_IP=\$(kubectl -n ${namespace} get service smarketing-service -o jsonpath='{.status.loadBalancer.ingress[0].ip}')
+                        if [ "\$EXTERNAL_IP" != "" ] && [ "\$EXTERNAL_IP" != "null" ]; then
+                            echo "External IP assigned: \$EXTERNAL_IP"
+                            break
+                        fi
+                        echo "Waiting for External IP... (attempt \$i/30)"
+                        sleep 10
+                    done
+
+                    # 서비스 상태 확인
+                    kubectl -n ${namespace} get pods -l app=smarketing
+                    kubectl -n ${namespace} get service smarketing-service
+
+                    echo "=========================================="
+                    echo "Deployment Complete!"
+                    echo "Service URL: http://\$EXTERNAL_IP:${props.server_port}"
+                    echo "Health Check: http://\$EXTERNAL_IP:${props.server_port}/health"
+                    echo "=========================================="
+                """
             }
-            sh 'rm -rf manifest-repo || true'
         }
     }
-}
+}
\ No newline at end of file
diff --git a/smarketing-ai/deployment/Jenkinsfile_argo b/smarketing-ai/deployment/Jenkinsfile_argo
new file mode 100644
index 0000000..8e07c93
--- /dev/null
+++ b/smarketing-ai/deployment/Jenkinsfile_argo
@@ -0,0 +1,196 @@
+// smarketing-backend/smarketing-ai/deployment/Jenkinsfile
+
+def PIPELINE_ID = "${env.BUILD_NUMBER}"
+
+def getImageTag() {
+    def dateFormat = new java.text.SimpleDateFormat('yyyyMMddHHmmss')
+    def currentDate = new Date()
+    return dateFormat.format(currentDate)
+}
+
+podTemplate(
+    label: "${PIPELINE_ID}",
+    serviceAccount: 'jenkins',
+    containers: [
+        containerTemplate(name: 'podman', image: "mgoltzsche/podman", ttyEnabled: true, command: 'cat', privileged: true),
+        containerTemplate(name: 'git', image: 'alpine/git:latest', command: 'cat', ttyEnabled: true)
+    ],
+    volumes: [
+        emptyDirVolume(mountPath: '/run/podman', memory: false)
+    ]
+) {
+    node(PIPELINE_ID) {
+        def props
+        def imageTag = getImageTag()
+        
+        // Manifest Repository 설정
+        def MANIFEST_REPO = 'https://github.com/won-ktds/smarketing-manifest.git'
+        def MANIFEST_CREDENTIAL_ID = 'github-credentials-smarketing'
+
+        try {
+            stage("Get Source") {
+                checkout scm
+                
+                // smarketing-ai 하위에 있는 설정 파일 읽기
+                props = readProperties file: "smarketing-ai/deployment/deploy_env_vars"
+
+                echo "=== Build Information ==="
+                echo "Service: smarketing-ai"
+                echo "Image Tag: ${imageTag}"
+                echo "Registry: ${props.registry}"
+                echo "Image Org: ${props.image_org}"
+                echo "Team ID: ${props.teamid}"
+            }
+
+            stage("Check Changes") {
+                script {
+                    def changes = sh(
+                        script: "git diff --name-only HEAD~1 HEAD",
+                        returnStdout: true
+                    ).trim()
+
+                    echo "Changed files: ${changes}"
+
+                    if (!changes.contains("smarketing-ai/")) {
+                        echo "No changes in smarketing-ai, skipping build"
+                        currentBuild.result = 'SUCCESS'
+                        error("Stopping pipeline - no changes detected")
+                    }
+
+                    echo "Changes detected in smarketing-ai, proceeding with build"
+                }
+            }
+
+            stage('Build & Push Docker Image') {
+                container('podman') {
+                    sh 'podman system service -t 0 unix:///run/podman/podman.sock & sleep 2'
+
+                    withCredentials([usernamePassword(
+                        credentialsId: 'acr-credentials',
+                        usernameVariable: 'ACR_USERNAME',
+                        passwordVariable: 'ACR_PASSWORD'
+                    )]) {
+                        sh """
+                            echo "=========================================="
+                            echo "Building smarketing-ai Python Flask application"
+                            echo "Image Tag: ${imageTag}"
+                            echo "=========================================="
+
+                            # ACR 로그인
+                            echo \$ACR_PASSWORD | podman login ${props.registry} --username \$ACR_USERNAME --password-stdin
+
+                            # Docker 이미지 빌드
+                            podman build \\
+                                -f smarketing-ai/deployment/Dockerfile \\
+                                -t ${props.registry}/${props.image_org}/smarketing-ai:${imageTag} .
+
+                            # 이미지 푸시
+                            podman push ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}
+
+                            echo "Successfully built and pushed: ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}"
+                        """
+                    }
+                }
+            }
+
+            stage('Update Manifest Repository') {
+                container('git') {
+                    script {
+                        // Manifest Repository Clone
+                        withCredentials([usernamePassword(
+                            credentialsId: MANIFEST_CREDENTIAL_ID,
+                            usernameVariable: 'GIT_USERNAME',
+                            passwordVariable: 'GIT_PASSWORD'
+                        )]) {
+                            sh """
+                                echo "=== Git 설정 ==="
+                                git config --global user.name "Jenkins CI"
+                                git config --global user.email "jenkins@company.com"
+                                
+                                echo "=== Manifest Repository Clone ==="
+                                rm -rf manifest-repo
+                                git clone https://\$GIT_USERNAME:\$GIT_PASSWORD@github.com/won-ktds/smarketing-manifest.git manifest-repo
+                                cd manifest-repo
+                            """
+                            
+                            def fullImageName = "${props.registry}/${props.image_org}/smarketing-ai:${imageTag}"
+                            def deploymentFile = "smarketing-ai/deployments/smarketing-ai/smarketing-ai-deployment.yaml"
+                            
+                            sh """
+                                cd manifest-repo
+                                
+                                echo "=== smarketing-ai 이미지 태그 업데이트 ==="
+                                if [ -f "${deploymentFile}" ]; then
+                                    # 이미지 태그 업데이트 (sed 사용)
+                                    sed -i 's|image: ${props.registry}/${props.image_org}/smarketing-ai:.*|image: ${fullImageName}|g' "${deploymentFile}"
+                                    echo "Updated ${deploymentFile} with new image: ${fullImageName}"
+                                    
+                                    # 변경사항 확인
+                                    echo "=== 변경된 내용 확인 ==="
+                                    grep "image: ${props.registry}/${props.image_org}/smarketing-ai" "${deploymentFile}" || echo "이미지 태그 업데이트 확인 실패"
+                                else
+                                    echo "Warning: ${deploymentFile} not found"
+                                fi
+                            """
+                            
+                            sh """
+                                cd manifest-repo
+                                
+                                echo "=== Git 변경사항 확인 ==="
+                                git status
+                                git diff
+                                
+                                # 변경사항이 있으면 커밋 및 푸시
+                                if [ -n "\$(git status --porcelain)" ]; then
+                                    git add .
+                                    git commit -m "Update smarketing-ai to ${imageTag} - Build ${env.BUILD_NUMBER}"
+                                    git push origin main
+                                    echo "✅ Successfully updated manifest repository"
+                                else
+                                    echo "ℹ️ No changes to commit"
+                                fi
+                            """
+                        }
+                    }
+                }
+            }
+
+            stage('Trigger ArgoCD Sync') {
+                script {
+                    echo """
+🎯 smarketing-ai CI Pipeline 완료!
+
+📦 빌드된 이미지:
+- ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}
+
+🔄 ArgoCD 동작:
+- ArgoCD가 manifest repository 변경사항을 자동으로 감지합니다
+- smarketing-ai Application이 새로운 이미지로 동기화됩니다
+- ArgoCD UI에서 배포 상태를 모니터링하세요
+
+🌐 ArgoCD UI: [ArgoCD 접속 URL]
+📁 Manifest Repo: ${MANIFEST_REPO}
+                    """
+                }
+            }
+
+            // 성공 시 처리
+            echo """
+✅ smarketing-ai CI Pipeline 성공!
+🏷️ 새로운 이미지 태그: ${imageTag}
+🔄 ArgoCD가 자동으로 배포를 시작합니다
+            """
+
+        } catch (Exception e) {
+            // 실패 시 처리
+            echo "❌ smarketing-ai CI Pipeline 실패: ${e.getMessage()}"
+            throw e
+        } finally {
+            // 정리 작업 (항상 실행)
+            container('podman') {
+                sh 'podman system prune -f || true'
+            }
+            sh 'rm -rf manifest-repo || true'
+        }
+    }
+}
diff --git a/smarketing-ai/deployment/Jenkinsfile_backup b/smarketing-ai/deployment/Jenkinsfile_backup
deleted file mode 100644
index e55f855..0000000
--- a/smarketing-ai/deployment/Jenkinsfile_backup
+++ /dev/null
@@ -1,176 +0,0 @@
-def PIPELINE_ID = "${env.BUILD_NUMBER}"
-
-def getImageTag() {
-    def dateFormat = new java.text.SimpleDateFormat('yyyyMMddHHmmss')
-    def currentDate = new Date()
-    return dateFormat.format(currentDate)
-}
-
-podTemplate(
-    label: "${PIPELINE_ID}",
-    serviceAccount: 'jenkins',
-    containers: [
-        containerTemplate(name: 'podman', image: "mgoltzsche/podman", ttyEnabled: true, command: 'cat', privileged: true),
-        containerTemplate(name: 'azure-cli', image: 'hiondal/azure-kubectl:latest', command: 'cat', ttyEnabled: true),
-        containerTemplate(name: 'envsubst', image: "hiondal/envsubst", command: 'sleep', args: '1h')
-    ],
-    volumes: [
-        emptyDirVolume(mountPath: '/run/podman', memory: false),
-        emptyDirVolume(mountPath: '/root/.azure', memory: false)
-    ]
-) {
-    node(PIPELINE_ID) {
-        def props
-        def imageTag = getImageTag()
-        def manifest = "deploy.yaml"
-        def namespace
-
-        stage("Get Source") {
-            checkout scm
-            props = readProperties file: "smarketing-ai/deployment/deploy_env_vars"
-            namespace = "${props.namespace}"
-
-            echo "Registry: ${props.registry}"
-            echo "Image Org: ${props.image_org}"
-            echo "Team ID: ${props.teamid}"
-        }
-
-        stage("Check Changes") {
-            script {
-                def changes = sh(
-                    script: "git diff --name-only HEAD~1 HEAD",
-                    returnStdout: true
-                ).trim()
-
-                echo "Changed files: ${changes}"
-
-                if (!changes.contains("smarketing-ai/")) {
-                    echo "No changes in smarketing-ai, skipping build"
-                    currentBuild.result = 'SUCCESS'
-                    error("Stopping pipeline - no changes detected")
-                }
-
-                echo "Changes detected in smarketing-ai, proceeding with build"
-            }
-        }
-
-        stage("Setup AKS") {
-            container('azure-cli') {
-                withCredentials([azureServicePrincipal('azure-credentials')]) {
-                    sh """
-                        az login --service-principal -u \$AZURE_CLIENT_ID -p \$AZURE_CLIENT_SECRET -t \$AZURE_TENANT_ID
-                        az aks get-credentials --resource-group rg-digitalgarage-02 --name aks-digitalgarage-02 --overwrite-existing
-                        kubectl create namespace ${namespace} --dry-run=client -o yaml | kubectl apply -f -
-                    """
-                }
-            }
-        }
-
-        stage('Build & Push Docker Image') {
-            container('podman') {
-                sh 'podman system service -t 0 unix:///run/podman/podman.sock & sleep 2'
-
-                withCredentials([usernamePassword(
-                    credentialsId: 'acr-credentials',
-                    usernameVariable: 'ACR_USERNAME',
-                    passwordVariable: 'ACR_PASSWORD'
-                )]) {
-                    sh """
-                        echo "=========================================="
-                        echo "Building smarketing-ai Python Flask application"
-                        echo "Image Tag: ${imageTag}"
-                        echo "=========================================="
-
-                        # ACR 로그인
-                        echo \$ACR_PASSWORD | podman login ${props.registry} --username \$ACR_USERNAME --password-stdin
-
-                        # Docker 이미지 빌드
-                        podman build \
-                            -f smarketing-ai/deployment/Dockerfile \
-                            -t ${props.registry}/${props.image_org}/smarketing-ai:${imageTag} .
-
-                        # 이미지 푸시
-                        podman push ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}
-
-                        echo "Successfully built and pushed: ${props.registry}/${props.image_org}/smarketing-ai:${imageTag}"
-                    """
-                }
-            }
-        }
-
-        stage('Generate & Apply Manifest') {
-            container('envsubst') {
-                withCredentials([
-                    string(credentialsId: 'SECRET_KEY', variable: 'SECRET_KEY'),
-                    string(credentialsId: 'CLAUDE_API_KEY', variable: 'CLAUDE_API_KEY'),
-                    string(credentialsId: 'OPENAI_API_KEY', variable: 'OPENAI_API_KEY'),
-                    string(credentialsId: 'AZURE_STORAGE_ACCOUNT_NAME', variable: 'AZURE_STORAGE_ACCOUNT_NAME'),
-                    string(credentialsId: 'AZURE_STORAGE_ACCOUNT_KEY', variable: 'AZURE_STORAGE_ACCOUNT_KEY')
-                ]) {
-                    sh """
-                        export namespace=${namespace}
-                        export replicas=${props.replicas}
-                        export resources_requests_cpu=${props.resources_requests_cpu}
-                        export resources_requests_memory=${props.resources_requests_memory}
-                        export resources_limits_cpu=${props.resources_limits_cpu}
-                        export resources_limits_memory=${props.resources_limits_memory}
-                        export upload_folder=${props.upload_folder}
-                        export max_content_length=${props.max_content_length}
-                        export allowed_extensions=${props.allowed_extensions}
-                        export server_host=${props.server_host}
-                        export server_port=${props.server_port}
-                        export azure_storage_container_name=${props.azure_storage_container_name}
-
-                        # 이미지 경로 환경변수 설정
-                        export smarketing_image_path=${props.registry}/${props.image_org}/smarketing-ai:${imageTag}
-
-                        # Sensitive 환경변수 설정 (Jenkins Credentials에서)
-                        export secret_key=\$SECRET_KEY
-                        export claude_api_key=\$CLAUDE_API_KEY
-                        export openai_api_key=\$OPENAI_API_KEY
-                        export azure_storage_account_name=\$AZURE_STORAGE_ACCOUNT_NAME
-                        export azure_storage_account_key=\$AZURE_STORAGE_ACCOUNT_KEY
-
-                        # manifest 생성
-                        envsubst < smarketing-ai/deployment/${manifest}.template > smarketing-ai/deployment/${manifest}
-                        echo "Generated manifest file:"
-                        cat smarketing-ai/deployment/${manifest}
-                    """
-                }
-            }
-
-            container('azure-cli') {
-                sh """
-                    kubectl apply -f smarketing-ai/deployment/${manifest}
-
-                    echo "Waiting for smarketing deployment to be ready..."
-                    kubectl -n ${namespace} wait --for=condition=available deployment/smarketing --timeout=300s
-
-                    echo "=========================================="
-                    echo "Getting LoadBalancer External IP..."
-
-                    # External IP 확인 (최대 5분 대기)
-                    for i in {1..30}; do
-                        EXTERNAL_IP=\$(kubectl -n ${namespace} get service smarketing-service -o jsonpath='{.status.loadBalancer.ingress[0].ip}')
-                        if [ "\$EXTERNAL_IP" != "" ] && [ "\$EXTERNAL_IP" != "null" ]; then
-                            echo "External IP assigned: \$EXTERNAL_IP"
-                            break
-                        fi
-                        echo "Waiting for External IP... (attempt \$i/30)"
-                        sleep 10
-                    done
-
-                    # 서비스 상태 확인
-                    kubectl -n ${namespace} get pods -l app=smarketing
-                    kubectl -n ${namespace} get service smarketing-service
-
-                    echo "=========================================="
-                    echo "Deployment Complete!"
-                    echo "Service URL: http://\$EXTERNAL_IP:${props.server_port}"
-                    echo "Health Check: http://\$EXTERNAL_IP:${props.server_port}/health"
-                    echo "=========================================="
-                """
-            }
-        }
-    }
-}
\ No newline at end of file
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