Add migration services

2025-09-30 08:12:45 +02:00
parent d1c83dce74
commit ec6bcb4c7d
139 changed files with 6363 additions and 163 deletions
--- a/infrastructure/kubernetes/base/components/databases/alert-processor-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/alert-processor-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: alert-processor-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/alert-processor-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: alert-processor-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: alert-processor-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/auth-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/auth-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: auth-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/auth-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: auth-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: auth-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/external-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/external-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: external-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/external-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: external-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: external-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/forecasting-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/forecasting-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: forecasting-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/forecasting-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: forecasting-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: forecasting-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/inventory-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/inventory-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: inventory-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/inventory-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: inventory-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: inventory-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/notification-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/notification-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: notification-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/notification-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: notification-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: notification-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/orders-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/orders-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: orders-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/orders-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: orders-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: orders-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/pos-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/pos-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: pos-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/pos-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: pos-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: pos-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/production-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/production-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: production-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/production-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: production-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: production-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/recipes-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/recipes-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: recipes-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/recipes-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: recipes-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: recipes-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/sales-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/sales-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: sales-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/sales-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: sales-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: sales-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/suppliers-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/suppliers-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: suppliers-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/suppliers-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: suppliers-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: suppliers-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/tenant-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/tenant-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: tenant-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/tenant-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: tenant-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: tenant-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/components/databases/training-db.yaml
+++ b/infrastructure/kubernetes/base/components/databases/training-db.yaml
@@ -1,3 +1,19 @@
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: training-db-pv
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  storageClassName: manual
+  capacity:
+    storage: 5Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: "/opt/bakery-data/training-db"
+---
 apiVersion: apps/v1
 kind: Deployment
 metadata:
@@ -51,6 +67,8 @@ spec:
        volumeMounts:
        - name: postgres-data
          mountPath: /var/lib/postgresql/data
+        - name: init-scripts
+          mountPath: /docker-entrypoint-initdb.d
        resources:
          requests:
            memory: "256Mi"
@@ -86,6 +104,9 @@ spec:
      - name: postgres-data
        persistentVolumeClaim:
          claimName: training-db-pvc
+      - name: init-scripts
+        configMap:
+          name: postgres-init-config

 ---
 apiVersion: v1
@@ -117,8 +138,9 @@ metadata:
    app.kubernetes.io/name: training-db
    app.kubernetes.io/component: database
 spec:
+  storageClassName: manual
  accessModes:
  - ReadWriteOnce
  resources:
    requests:
-      storage: 1Gi
+      storage: 5Gi
--- a/infrastructure/kubernetes/base/configmap.yaml
+++ b/infrastructure/kubernetes/base/configmap.yaml
@@ -13,6 +13,9 @@ data:
  ENVIRONMENT: "production"
  DEBUG: "false"
  LOG_LEVEL: "INFO"
+
+  # Database initialization settings
+  DB_FORCE_RECREATE: "false"
  BUILD_DATE: "2024-01-20T10:00:00Z"
  VCS_REF: "latest"
  IMAGE_TAG: "latest"
--- a/infrastructure/kubernetes/base/configs/development-config.yaml
+++ b/infrastructure/kubernetes/base/configs/development-config.yaml
@@ -0,0 +1,22 @@
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: development-config
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/component: config
+    app.kubernetes.io/part-of: bakery-ia
+    environment: development
+data:
+  # Set to "true" to force recreate all tables from scratch (development mode)
+  # This will drop all existing tables and recreate them from SQLAlchemy models
+  DB_FORCE_RECREATE: "false"
+
+  # Development mode flag
+  DEVELOPMENT_MODE: "true"
+
+  # Enable debug logging in development
+  DEBUG_LOGGING: "true"
+
+  # Skip migration version checking in development
+  SKIP_MIGRATION_VERSION_CHECK: "false"
--- a/infrastructure/kubernetes/base/configs/postgres-init-config.yaml
+++ b/infrastructure/kubernetes/base/configs/postgres-init-config.yaml
@@ -0,0 +1,12 @@
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: postgres-init-config
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/component: database
+    app.kubernetes.io/part-of: bakery-ia
+data:
+  init.sql: |
+    CREATE EXTENSION IF NOT EXISTS "uuid-ossp";
+    CREATE EXTENSION IF NOT EXISTS "pg_stat_statements";
--- a/infrastructure/kubernetes/base/kustomization.yaml
+++ b/infrastructure/kubernetes/base/kustomization.yaml
@@ -11,6 +11,26 @@ resources:
  - secrets.yaml
  - ingress-https.yaml

+  # Additional configs
+  - configs/postgres-init-config.yaml
+  - configs/development-config.yaml
+
+  # Migration jobs
+  - migrations/auth-migration-job.yaml
+  - migrations/tenant-migration-job.yaml
+  - migrations/training-migration-job.yaml
+  - migrations/forecasting-migration-job.yaml
+  - migrations/sales-migration-job.yaml
+  - migrations/external-migration-job.yaml
+  - migrations/notification-migration-job.yaml
+  - migrations/inventory-migration-job.yaml
+  - migrations/recipes-migration-job.yaml
+  - migrations/suppliers-migration-job.yaml
+  - migrations/pos-migration-job.yaml
+  - migrations/orders-migration-job.yaml
+  - migrations/production-migration-job.yaml
+  - migrations/alert-processor-migration-job.yaml
+
  # Infrastructure components
  - components/databases/redis.yaml
  - components/databases/rabbitmq.yaml
--- a/infrastructure/kubernetes/base/migrations/alert-processor-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/alert-processor-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for alert-processor service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: alert-processor-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: alert-processor-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: alert-processor-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h alert-processor-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/alert-processor:dev
+        command: ["python", "/app/scripts/run_migrations.py", "alert_processor"]
+        env:
+        - name: ALERT_PROCESSOR_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: ALERT_PROCESSOR_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/auth-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/auth-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for auth service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: auth-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: auth-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: auth-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h auth-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/auth-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "auth"]
+        env:
+        - name: AUTH_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: AUTH_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/external-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/external-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for external service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: external-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: external-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: external-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h external-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/external-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "external"]
+        env:
+        - name: EXTERNAL_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: EXTERNAL_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/forecasting-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/forecasting-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for forecasting service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: forecasting-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: forecasting-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: forecasting-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h forecasting-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/forecasting-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "forecasting"]
+        env:
+        - name: FORECASTING_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: FORECASTING_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/inventory-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/inventory-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for inventory service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: inventory-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: inventory-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: inventory-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h inventory-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/inventory-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "inventory"]
+        env:
+        - name: INVENTORY_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: INVENTORY_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/notification-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/notification-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for notification service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: notification-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: notification-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: notification-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h notification-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/notification-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "notification"]
+        env:
+        - name: NOTIFICATION_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: NOTIFICATION_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/orders-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/orders-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for orders service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: orders-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: orders-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: orders-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h orders-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/orders-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "orders"]
+        env:
+        - name: ORDERS_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: ORDERS_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/pos-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/pos-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for pos service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: pos-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: pos-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: pos-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h pos-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/pos-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "pos"]
+        env:
+        - name: POS_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: POS_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/production-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/production-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for production service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: production-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: production-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: production-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h production-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/production-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "production"]
+        env:
+        - name: PRODUCTION_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: PRODUCTION_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/recipes-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/recipes-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for recipes service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: recipes-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: recipes-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: recipes-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h recipes-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/recipes-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "recipes"]
+        env:
+        - name: RECIPES_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: RECIPES_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/sales-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/sales-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for sales service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: sales-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: sales-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: sales-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h sales-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/sales-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "sales"]
+        env:
+        - name: SALES_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: SALES_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/suppliers-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/suppliers-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for suppliers service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: suppliers-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: suppliers-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: suppliers-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h suppliers-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/suppliers-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "suppliers"]
+        env:
+        - name: SUPPLIERS_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: SUPPLIERS_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/tenant-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/tenant-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for tenant service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: tenant-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: tenant-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: tenant-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h tenant-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/tenant-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "tenant"]
+        env:
+        - name: TENANT_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: TENANT_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure
--- a/infrastructure/kubernetes/base/migrations/training-migration-job.yaml
+++ b/infrastructure/kubernetes/base/migrations/training-migration-job.yaml
@@ -0,0 +1,55 @@
+# Enhanced migration job for training service with automatic table creation
+apiVersion: batch/v1
+kind: Job
+metadata:
+  name: training-migration
+  namespace: bakery-ia
+  labels:
+    app.kubernetes.io/name: training-migration
+    app.kubernetes.io/component: migration
+    app.kubernetes.io/part-of: bakery-ia
+spec:
+  backoffLimit: 3
+  template:
+    metadata:
+      labels:
+        app.kubernetes.io/name: training-migration
+        app.kubernetes.io/component: migration
+    spec:
+      initContainers:
+      - name: wait-for-db
+        image: postgres:15-alpine
+        command: ["sh", "-c", "until pg_isready -h training-db-service -p 5432; do sleep 2; done"]
+        resources:
+          requests:
+            memory: "64Mi"
+            cpu: "50m"
+          limits:
+            memory: "128Mi"
+            cpu: "100m"
+      containers:
+      - name: migrate
+        image: bakery/training-service:dev
+        command: ["python", "/app/scripts/run_migrations.py", "training"]
+        env:
+        - name: TRAINING_DATABASE_URL
+          valueFrom:
+            secretKeyRef:
+              name: database-secrets
+              key: TRAINING_DATABASE_URL
+        - name: DB_FORCE_RECREATE
+          valueFrom:
+            configMapKeyRef:
+              name: bakery-config
+              key: DB_FORCE_RECREATE
+              optional: true
+        - name: LOG_LEVEL
+          value: "INFO"
+        resources:
+          requests:
+            memory: "256Mi"
+            cpu: "100m"
+          limits:
+            memory: "512Mi"
+            cpu: "500m"
+      restartPolicy: OnFailure