diff --git a/kubernetes/configmaps/configmaps.yml b/kubernetes/configmaps/configmaps.yml
new file mode 100644
index 0000000..6a285a7
--- /dev/null
+++ b/kubernetes/configmaps/configmaps.yml
@@ -0,0 +1,50 @@
+# ConfigMap pour les services MLflow et API
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: posgres-mlfow-config
+  namespace: reco-movies
+data:
+  POSTGRES_DB: "mlflow"
+  POSTGRES_USER: "mlflow"
+  MLFLOW_S3_ENDPOINT_URL: "http://s3-artifact-storage:9000"
+  MLFLOW_TRACKING_URI: "http://mlflow-service:5000"
+
+---
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: postgres-api-config
+  namespace: reco-movies
+data:
+  POSTGRES_DB: "reco_movies"
+  POSTGRES_USER: "antoine"
+
+---
+# ConfigMap pour Prometheus (Configuration)
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: prometheus-config
+  namespace: reco-movies
+data:
+  prometheus.yml: |
+    global:
+      scrape_interval: '15s'
+    scrape_configs:
+      - job_name: 'fastapi'
+        static_configs:
+          - targets: ['fastapi-service:8000']
+
+---
+# Configmap pour fastapi
+apiVersion: v1
+kind: ConfigMap
+metadata:
+  name: fastapi-config
+  namespace: reco-movies
+data:
+  MODEL_PATH: "/app/model/model.pkl"
+  DATA_PATH: "/app/raw/movies.csv"
+  HOST: "0.0.0.0"
+  PORT: "8000"
diff --git a/kubernetes/deployment.yml b/kubernetes/deployment.yml
deleted file mode 100644
index 0982785..0000000
--- a/kubernetes/deployment.yml
+++ /dev/null
@@ -1,396 +0,0 @@
----
-apiVersion: v1
-kind: Namespace
-metadata:
-  name: reco-movies
-
----
-# Persistent Volumes Claims
-apiVersion: v1
-kind: PersistentVolumeClaim
-metadata:
-  name: postgres-pvc
-  namespace: reco-movies
-spec:
-  accessModes:
-    - ReadWriteOnce
-  resources:
-    requests:
-      storage: 1Gi
-
----
-# CONFIGMAP POUR NOS SERVICES
-apiVersion: v1
-kind: ConfigMap
-metadata:
-  name: posgres-mlfow-config
-  namespace: reco-movies
-data:
-  POSTGRES_DB: "mlflow"
-  POSTGRES_USER: "mlflow"
-  POSTGRES_PASSWORD: "mlflow"
-  MLFLOW_S3_ENDPOINT_URL: "http://s3-artifact-storage:9000"
-  MLFLOW_TRACKING_URI: "http://mlflow-service:5000"
-  AWS_ACCESS_KEY_ID: "mlflow_access"
-  AWS_SECRET_ACCESS_KEY: "mlflow_secret"
-
----
-apiVersion: v1
-kind: ConfigMap
-metadata:
-  name: postgres-api-config
-  namespace: reco-movies
-data:
-  POSTGRES_DB: "reco_movies"
-  POSTGRES_USER: "antoine"
-
----
-# SECRETS
-
-apiVersion: v1
-kind: Secret
-metadata:
-  name: postgres-api-secrets
-  namespace: reco-movies
-type: Opaque
-data:
-  POSTGRES_PASSWORD: ZGF0YXNjaWVudGVzdA== # base64 encoded
-
----
-apiVersion: v1
-kind: Secret
-metadata:
-  name: postgres-mlflow-secrets
-  namespace: reco-movies
-type: Opaque
-data:
-  POSTGRES_PASSWORD: bWxmbG93 # base64 encoded
-  AWS_ACCESS_KEY_ID: bWxmbG93X2FjY2Vzcw== # base64 encoded 'mlflow_access'
-  AWS_SECRET_ACCESS_KEY: bWxmbG93X3NlY3JldA== # base64 encoded 'mlflow_secret'
-
----
-# Postgres API Deployment
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: api-postgres
-  namespace: reco-movies
-spec:
-  replicas: 2
-  strategy:
-    type: RollingUpdate
-  selector:
-    matchLabels:
-      app: api-postgres
-  template:
-    metadata:
-      labels:
-        app: api-postgres
-    spec:
-      containers:
-        - name: db
-          image: postgres:16-alpine
-          envFrom:
-            - configMapRef:
-                name: postgres-api-config
-            - secretRef:
-                name: postgres-api-secrets
-          ports:
-            - containerPort: 5432
-          volumeMounts:
-            - name: pg-data
-              mountPath: /var/lib/postgresql/data
-      volumes:
-        - name: pg-data
-          persistentVolumeClaim:
-            claimName: postgres-pvc
-
----
-# Postgres MLFLOW Deployment
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: mlflow-postgres
-  namespace: reco-movies
-spec:
-  replicas: 1
-  selector:
-    matchLabels:
-      app: postgres-mlflow
-  template:
-    metadata:
-      labels:
-        app: postgres-mlflow
-    spec:
-      containers:
-        - name: postgres-mlflow
-          image: postgres:13
-          envFrom:
-            - configMapRef:
-                name: posgres-mlfow-config
-            - secretRef:
-                name: postgres-mlflow-secrets
-          ports:
-            - containerPort: 5429
-          volumeMounts:
-            - name: postgres-db-volume-mlflow
-              mountPath: /var/lib/postgresql/data
-      volumes:
-        - name: postgres-db-volume-mlflow
-          persistentVolumeClaim:
-            claimName: postgres-pvc
----
-# MLflow Deployment
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: mlflow
-  namespace: reco-movies
-spec:
-  replicas: 1
-  selector:
-    matchLabels:
-      app: mlflow
-  template:
-    metadata:
-      labels:
-        app: mlflow
-    spec:
-      containers:
-        - name: mlflow-webserver
-          image: python:3.9-slim-buster
-          ports:
-            - containerPort: 5000
-          envFrom:
-            - configMapRef:
-                name: posgres-mlfow-config
-            - secretRef:
-                name: posgres-mlfow-secrets
-
----
-# FastAPI Deployment
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: fastapi
-  namespace: reco-movies
-spec:
-  replicas: 2
-  selector:
-    matchLabels:
-      app: fastapi
-  template:
-    metadata:
-      labels:
-        app: fastapi
-    spec:
-      containers:
-        - name: fastapi
-          image: python:3.12
-          ports:
-            - containerPort: 8002
-          volumeMounts:
-            - name: ml-data
-              mountPath: /app/raw
-            - name: ml-models
-              mountPath: /app/model
-      volumes:
-        - name: ml-data
-          emptyDir: {}
-        - name: ml-models
-          emptyDir: {}
-
----
-# Streamlit Deployment
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: streamlit
-  namespace: reco-movies
-spec:
-  replicas: 1
-  selector:
-    matchLabels:
-      app: streamlit
-  template:
-    metadata:
-      labels:
-        app: streamlit
-    spec:
-      containers:
-        - name: streamlit
-          image: python:3.12
-          ports:
-            - containerPort: 8501
-
----
-# Prometheus Deployment
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: prometheus
-  namespace: reco-movies
-spec:
-  replicas: 1
-  selector:
-    matchLabels:
-      app: prometheus
-  template:
-    metadata:
-      labels:
-        app: prometheus
-    spec:
-      containers:
-        - name: prometheus
-          image: prom/prometheus:latest
-          ports:
-            - containerPort: 9090
-          volumeMounts:
-            - name: prometheus-config
-              mountPath: /etc/prometheus/
-            - name: shared-prometheus
-              mountPath: /var/log/prometheus
-      volumes:
-        - name: prometheus-config
-          configMap:
-            name: prometheus-config
-        - name: shared-prometheus
-          emptyDir: {}
-
----
-# Grafana Deployment
-apiVersion: apps/v1
-kind: Deployment
-metadata:
-  name: grafana
-  namespace: reco-movies
-spec:
-  replicas: 1
-  selector:
-    matchLabels:
-      app: grafana
-  template:
-    metadata:
-      labels:
-        app: grafana
-    spec:
-      containers:
-        - name: grafana
-          image: grafana/grafana-enterprise
-          ports:
-            - containerPort: 3000
-          volumeMounts:
-            - name: grafana-data
-              mountPath: /var/lib/grafana
-      volumes:
-        - name: grafana-data
-          emptyDir: {}
-
----
-# Services
-apiVersion: v1
-kind: Service
-metadata:
-  name: mlflow-service
-  namespace: reco-movies
-spec:
-  selector:
-    app: mlflow
-  ports:
-    - port: 5000
-  type: ClusterIP
-
----
-apiVersion: v1
-kind: Service
-metadata:
-  name: fastapi-service
-  namespace: reco-movies
-spec:
-  selector:
-    app: fastapi
-  ports:
-    - port: 8000
-  type: LoadBalancer
-
----
-apiVersion: v1
-kind: Service
-metadata:
-  name: streamlit-service
-  namespace: reco-movies
-spec:
-  selector:
-    app: streamlit
-  ports:
-    - port: 8501
-  type: LoadBalancer
-
----
-apiVersion: v1
-kind: Service
-metadata:
-  name: prometheus-service
-  namespace: reco-movies
-spec:
-  selector:
-    app: prometheus
-  ports:
-    - port: 9090
-  type: ClusterIP
-
----
-apiVersion: v1
-kind: Service
-metadata:
-  name: grafana-service
-  namespace: reco-movies
-spec:
-  selector:
-    app: grafana
-  ports:
-    - port: 3000
-  type: LoadBalancer
-
----
-# ConfigMap pour Prometheus
-apiVersion: v1
-kind: ConfigMap
-metadata:
-  name: prometheus-config
-  namespace: reco-movies
-data:
-  prometheus.yml: |
-    global:
-      scrape_interval: 15s
-    scrape_configs:
-      - job_name: 'fastapi'
-        static_configs:
-          - targets: ['fastapi-service:8000']
-
----
-# Ingress
-apiVersion: networking.k8s.io/v1
-kind: Ingress
-metadata:
-  name: app-ingress
-  namespace: reco-movies
-spec:
-  rules:
-    - host: reco-movies.local
-      http:
-        paths:
-          - path: /api
-            pathType: Prefix
-            backend:
-              service:
-                name: fastapi-service
-                port:
-                  number: 8000
-          - path: /
-            pathType: Prefix
-            backend:
-              service:
-                name: streamlit-service
-                port:
-                  number: 8501
diff --git a/kubernetes/deployments/airflow-deployment.yml b/kubernetes/deployments/airflow-deployment.yml
new file mode 100644
index 0000000..444fc82
--- /dev/null
+++ b/kubernetes/deployments/airflow-deployment.yml
@@ -0,0 +1,100 @@
+# Airflow Scheduler Deployment
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: airflow-scheduler
+  namespace: reco-movies
+spec:
+  replicas: 1 # Un seul scheduler est nécessaire dans une configuration standard.
+  selector:
+    matchLabels:
+      app: airflow-scheduler # Label utilisé par le service.
+  template:
+    metadata:
+      labels:
+        app: airflow-scheduler # Labels du pod.
+    spec:
+      containers:
+        - name: scheduler # Nom du conteneur.
+          image: antoinepela/projet_reco_movies:airflow-scheduler-latest
+          env:
+            - name: AIRFLOW__CORE__SQL_ALCHEMY_CONN
+              value: postgresql+psycopg2://antoine@api-postgres:5432/reco_movies
+            - name: AIRFLOW__CORE__EXECUTOR
+              value: CeleryExecutor
+            - name: AIRFLOW__CORE__LOAD_EXAMPLES
+              value: "False"
+            - name: AIRFLOW__CORE__FERNET_KEY
+              value: "YXJlbnRvaW5lcGVsYQ=="
+            - name: AIRFLOW__CORE__DAGS_ARE_PAUSED_AT_CREATION
+              value: "False"
+            - name: AIRFLOW__CORE__DAG_DISCOVERY_SAFE_MODE
+              value: "False"
+            - name: AIRFLOW__CORE__DAGS_FOLDER
+              value: /usr/local/airflow/dags
+
+---
+# Airflow Worker Deployment
+
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: airflow-worker
+  namespace: reco-movies
+spec:
+  replicas: 2 # Plusieurs workers peuvent être nécessaires.
+  selector:
+    matchLabels:
+      app: airflow-worker
+  template:
+    metadata:
+      labels:
+        app: airflow-worker
+    spec:
+      containers:
+        - name: airflow-worker
+          image: antoinepela/projet_reco_movies:airflow-worker-latest
+
+---
+# Airflow Webserver Deployment
+
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: airflow-webserver
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: airflow-webserver
+  template:
+    metadata:
+      labels:
+        app: airflow-webserver
+    spec:
+      containers:
+        - name: airflow-webserver
+          image: antoinepela/projet_reco_movies:airflow-webserver-latest
+
+---
+# Airflow Flower Deployment
+
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: airflow-flower
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: airflow-flower
+  template:
+    metadata:
+      labels:
+        app: airflow-flower
+    spec:
+      containers:
+        - name: airflow-flower
+          image: antoinepela/projet_reco_movies:airflow-flower-latest
diff --git a/kubernetes/deployments/fastapi-deployment.yml b/kubernetes/deployments/fastapi-deployment.yml
new file mode 100644
index 0000000..4a35b2e
--- /dev/null
+++ b/kubernetes/deployments/fastapi-deployment.yml
@@ -0,0 +1,38 @@
+# Déploiement Postgres pour l'API FastAPI
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: fastapi
+  namespace: reco-movies
+spec:
+  replicas: 2
+  selector:
+    matchLabels:
+      app: fastapi
+  template:
+    metadata:
+      labels:
+        app: fastapi
+    spec:
+      containers:
+        - name: fastapi
+          image: antoinepela/projet_reco_movies:fastapi-latest
+          envFrom:
+            - configMapRef:
+                name: fastapi-config
+            - secretRef:
+                name: fastapi-secrets
+          ports:
+            - containerPort: 8000
+          volumeMounts:
+            - name: processed-data-volume
+              mountPath: /app/raw
+            - name: models-volume
+              mountPath: /app/model
+      volumes:
+        - name: processed-data-volume
+          persistentVolumeClaim:
+            claimName: pvc-processed-data
+        - name: models-volume
+          persistentVolumeClaim:
+            claimName: pvc-models
diff --git a/kubernetes/deployments/grafana-deployment.yml b/kubernetes/deployments/grafana-deployment.yml
new file mode 100644
index 0000000..2762e47
--- /dev/null
+++ b/kubernetes/deployments/grafana-deployment.yml
@@ -0,0 +1,28 @@
+# Déploiement Grafana
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: grafana
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: grafana
+  template:
+    metadata:
+      labels:
+        app: grafana
+    spec:
+      containers:
+        - name: grafana
+          image: antoinepela/projet_reco_movies:grafana-latest
+          ports:
+            - containerPort: 3000
+          volumeMounts:
+            - name: grafana-logs
+              mountPath: /var/lib/grafana
+      volumes:
+        - name: grafana-logs
+          persistentVolumeClaim:
+            claimName: grafana-logs
diff --git a/kubernetes/deployments/minio-deployment.yml b/kubernetes/deployments/minio-deployment.yml
new file mode 100644
index 0000000..dc1b907
--- /dev/null
+++ b/kubernetes/deployments/minio-deployment.yml
@@ -0,0 +1,34 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: s3-artifact-storage
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: s3-artifact-storage
+  template:
+    metadata:
+      labels:
+        app: s3-artifact-storage
+    spec:
+      containers:
+        - name: s3-storage
+          image: minio/minio
+          ports:
+            - containerPort: 9000 # Port pour MinIO.
+            - containerPort: 9001 # Port pour l'interface web de MinIO.
+          env:
+            - name: MINIO_ROOT_USER
+              value: "mlflow_access"
+            - name: MINIO_ROOT_PASSWORD
+              value: "mlflow_secret"
+          command: ["server", "/data", "--console-address", ":9001"] # Commande pour démarrer MinIO.
+          volumeMounts:
+            - name: minio-data-volume
+              mountPath: /data # Chemin où les données seront stockées.
+      volumes:
+        - name: minio-data-volume
+          persistentVolumeClaim:
+            claimName: pvc-minio-data # Référence au PVC pour le stockage des données.
diff --git a/kubernetes/deployments/mlflow-deployment.yml b/kubernetes/deployments/mlflow-deployment.yml
new file mode 100644
index 0000000..211887d
--- /dev/null
+++ b/kubernetes/deployments/mlflow-deployment.yml
@@ -0,0 +1,26 @@
+# Déploiement MLflow Webserver
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: mlflow
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: mlflow
+  template:
+    metadata:
+      labels:
+        app: mlflow
+    spec:
+      containers:
+        - name: mlflow-webserver
+          image: antoinepela/projet_reco_movies:mlflow-webserver-latest
+          ports:
+            - containerPort: 5000
+          envFrom:
+            - configMapRef:
+                name: posgres-mlfow-config
+            - secretRef:
+                name: postgres-mlflow-secrets
diff --git a/kubernetes/deployments/node-exporter-deployment.yml b/kubernetes/deployments/node-exporter-deployment.yml
new file mode 100644
index 0000000..974665b
--- /dev/null
+++ b/kubernetes/deployments/node-exporter-deployment.yml
@@ -0,0 +1,20 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: node-exporter
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: node-exporter
+  template:
+    metadata:
+      labels:
+        app: node-exporter
+    spec:
+      containers:
+        - name: node-exporter
+          image: antoinepela/projet_reco_movies:node-exporter-latest
+          ports:
+            - containerPort: 9100 # Port exposé pour Node Exporter.
diff --git a/kubernetes/deployments/postgres-api-deployment.yml b/kubernetes/deployments/postgres-api-deployment.yml
new file mode 100644
index 0000000..0ba9199
--- /dev/null
+++ b/kubernetes/deployments/postgres-api-deployment.yml
@@ -0,0 +1,56 @@
+# Déploiement Postgres pour l'API FastAPI
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: api-postgres
+  namespace: reco-movies
+spec:
+  replicas: 2
+  strategy:
+    type: RollingUpdate
+  selector:
+    matchLabels:
+      app: api-postgres
+  template:
+    metadata:
+      labels:
+        app: api-postgres
+    spec:
+      containers:
+        - name: postgres-api
+          image: antoinepela/projet_reco_movies:postgres-api-latest
+          envFrom:
+            - configMapRef:
+                name: postgres-api-config
+            - secretRef:
+                name: postgres-api-secrets
+          ports:
+            - containerPort: 5432 # Port par défaut de Postgres
+          volumeMounts:
+            - name: init-sql-volume
+              mountPath: /docker-entrypoint-initdb.d/init.sql # Chemin où PostgreSQL cherche les scripts d'initialisation.
+            - name: processed-movies-volume
+              mountPath: /docker-entrypoint-initdb.d/processed_movies.csv # Chemin pour le fichier CSV.
+            - name: processed-ratings-volume
+              mountPath: /docker-entrypoint-initdb.d/processed_ratings.csv # Chemin pour le fichier CSV.
+            - name: processed-links-volume
+              mountPath: /docker-entrypoint-initdb.d/processed_links.csv # Chemin pour le fichier CSV.
+            - name: posgres-api-volume
+              mountPath: /var/lib/postgresql/data # Chemin où PostgreSQL stocke ses données.
+      volumes:
+        - name: init-sql-volume
+          persistentVolumeClaim:
+            claimName: pvc-init-sql # Référence au PVC pour init.sql.
+        - name: processed-movies-volume
+          persistentVolumeClaim:
+            claimName: pvc-processed-movies # Référence au PVC pour processed_movies.csv.
+        - name: processed-ratings-volume
+          persistentVolumeClaim:
+            claimName: pvc-processed-ratings # Référence au PVC pour processed_ratings.csv.
+        - name: processed-links-volume
+          persistentVolumeClaim:
+            claimName: pvc-processed-links # Référence au PVC pour processed_links.csv.
+        - name: posgres-api-volume
+          persistentVolumeClaim:
+            claimName: posgres-api-volume # Référence au PVC pour processed_links.csv.
+
diff --git a/kubernetes/deployments/postgres-exporter-deployment.yml b/kubernetes/deployments/postgres-exporter-deployment.yml
new file mode 100644
index 0000000..2937ab0
--- /dev/null
+++ b/kubernetes/deployments/postgres-exporter-deployment.yml
@@ -0,0 +1,29 @@
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: postgres-exporter
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: postgres-exporter
+  template:
+    metadata:
+      labels:
+        app: postgres-exporter
+    spec:
+      containers:
+        - name: postgres-exporter
+          image: prometheuscommunity/postgres-exporter # Utilisez l'image officielle de Postgres Exporter.
+          ports:
+            - containerPort: 9187 # Port exposé pour Postgres Exporter.
+          env:
+            - name: DATA_SOURCE_NAME
+              value: "postgresql://$(POSTGRES_USER):$(POSTGRES_PASSWORD)@db:5432/$(POSTGRES_DB)?sslmode=disable" # Informations de connexion à la base de données.
+          envFrom:
+            - configMapRef:
+                name: postgres-api-config
+            - secretRef:
+                name: postgres-api-secrets # Référence au secret contenant les informations d'authentification.
+
diff --git a/kubernetes/deployments/postgres-mlflow-deployment.yml b/kubernetes/deployments/postgres-mlflow-deployment.yml
new file mode 100644
index 0000000..09c1685
--- /dev/null
+++ b/kubernetes/deployments/postgres-mlflow-deployment.yml
@@ -0,0 +1,26 @@
+# Déploiement Postgres pour MLflow
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: mlflow-postgres
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: postgres-mlflow
+  template:
+    metadata:
+      labels:
+        app: postgres-mlflow
+    spec:
+      containers:
+        - name: postgres-mlflow
+          image: antoinepela/projet_reco_movies:postgres-mlflow-latest
+          envFrom:
+            - configMapRef:
+                name: posgres-mlfow-config
+            - secretRef:
+                name: postgres-mlflow-secrets
+          ports:
+            - containerPort: 5429 # Port personnalisé pour MLflow DB
diff --git a/kubernetes/deployments/prometheus-deployment.yml b/kubernetes/deployments/prometheus-deployment.yml
new file mode 100644
index 0000000..a863765
--- /dev/null
+++ b/kubernetes/deployments/prometheus-deployment.yml
@@ -0,0 +1,36 @@
+# Déploiement Prometheus
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: prometheus
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: prometheus
+  template:
+    metadata:
+      labels:
+        app: prometheus
+    spec:
+      containers:
+        - name: prometheus
+          image: antoinepela/projet_reco_movies:prometheus-latest
+          ports:
+            - containerPort: 9090
+          envFrom:
+            - configMapRef:
+                name: prometheus-config
+          volumeMounts:
+            - name: prometheus-config-volume
+              mountPath: /etc/prometheus/prometheus.yml # Chemin où le fichier de configuration sera monté.
+            - name: prometheus-logs
+              mountPath: /var/log/prometheus # Répertoire pour les logs.
+      volumes:
+        - name: prometheus-config-volume
+          persistentVolumeClaim:
+            claimName: pvc-prometheus-config # Référence au PVC pour le fichier de configuration.
+        - name: prometheus-logs
+          persistentVolumeClaim:
+            claimName: prometheus-logs
diff --git a/kubernetes/deployments/streamlit-deployment.yml b/kubernetes/deployments/streamlit-deployment.yml
new file mode 100644
index 0000000..b8ff8c1
--- /dev/null
+++ b/kubernetes/deployments/streamlit-deployment.yml
@@ -0,0 +1,21 @@
+# Déploiement Streamlit
+apiVersion: apps/v1
+kind: Deployment
+metadata:
+  name: streamlit
+  namespace: reco-movies
+spec:
+  replicas: 1
+  selector:
+    matchLabels:
+      app: streamlit
+  template:
+    metadata:
+      labels:
+        app: streamlit
+    spec:
+      containers:
+        - name: streamlit
+          image: antoinepela/projet_reco_movies:streamlit-latest
+          ports:
+            - containerPort: 8501
diff --git a/kubernetes/ingress/ingress.yml b/kubernetes/ingress/ingress.yml
new file mode 100644
index 0000000..c830388
--- /dev/null
+++ b/kubernetes/ingress/ingress.yml
@@ -0,0 +1,25 @@
+# Ingress Configuration (pour accéder aux services externes)
+apiVersion: networking.k8s.io/v1
+kind: Ingress
+metadata:
+  name: app-ingress
+  namespace: reco-movies
+spec:
+  rules:
+    - host: "reco-movies.local"
+      http:
+        paths:
+          - path: "/api"
+            pathType: Prefix
+            backend:
+              service:
+                name: fastapi-service
+                port:
+                  number: 8000
+          - path: "/"
+            pathType: Prefix
+            backend:
+              service:
+                name: streamlit-service
+                port:
+                  number: 8501
diff --git a/kubernetes/namespace/namespace.yml b/kubernetes/namespace/namespace.yml
new file mode 100644
index 0000000..3b4d690
--- /dev/null
+++ b/kubernetes/namespace/namespace.yml
@@ -0,0 +1,4 @@
+apiVersion: v1
+kind: Namespace
+metadata:
+  name: reco-movies
diff --git a/kubernetes/persistent-volumes/fastapi-persistent-volume.yml b/kubernetes/persistent-volumes/fastapi-persistent-volume.yml
new file mode 100644
index 0000000..6e7fc37
--- /dev/null
+++ b/kubernetes/persistent-volumes/fastapi-persistent-volume.yml
@@ -0,0 +1,54 @@
+# pv-processed-data.yaml
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: pv-processed-data
+spec:
+  capacity:
+    storage: 1Gi # Ajustez la taille selon vos besoins.
+  accessModes:
+    - ReadWriteMany # Permettre plusieurs montages en lecture-écriture.
+  hostPath:
+    path: /home/antoine/jul24_cmlops_reco_film/ml/data/processed
+
+---
+# pv-models.yaml
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: pv-models
+spec:
+  capacity:
+    storage: 1Gi # Ajustez la taille selon vos besoins.
+  accessModes:
+    - ReadWriteMany # Permettre plusieurs montages en lecture-écriture.
+  hostPath:
+    path: /home/antoine/jul24_cmlops_reco_film/ml/models
+
+---
+# pvc-processed-data.yaml
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-processed-data
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteMany
+  resources:
+    requests:
+      storage: 1Gi
+
+---
+# pvc-models.yaml
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-models
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteMany
+  resources:
+    requests:
+      storage: 1Gi
diff --git a/kubernetes/persistent-volumes/grafana-persistent-volume.yml b/kubernetes/persistent-volumes/grafana-persistent-volume.yml
new file mode 100644
index 0000000..6f87dd6
--- /dev/null
+++ b/kubernetes/persistent-volumes/grafana-persistent-volume.yml
@@ -0,0 +1,12 @@
+# Persistent Volume Claims
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: grafana-logs
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteOnce
+  resources:
+    requests:
+      storage: 5Gi
diff --git a/kubernetes/persistent-volumes/minio-persistent-volumes.yml b/kubernetes/persistent-volumes/minio-persistent-volumes.yml
new file mode 100644
index 0000000..338ef61
--- /dev/null
+++ b/kubernetes/persistent-volumes/minio-persistent-volumes.yml
@@ -0,0 +1,12 @@
+# pvc-minio-data.yaml
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-minio-data
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteOnce
+  resources:
+    requests:
+      storage: 5Gi # Doit correspondre à la taille du PV.
diff --git a/kubernetes/persistent-volumes/models-pvc.yml b/kubernetes/persistent-volumes/models-pvc.yml
new file mode 100644
index 0000000..2b4f660
--- /dev/null
+++ b/kubernetes/persistent-volumes/models-pvc.yml
@@ -0,0 +1,12 @@
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-models
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteMany
+  resources:
+    requests:
+      storage: 500Mi
+  storageClassName: standard
diff --git a/kubernetes/persistent-volumes/postgres-api-persistent-volumes.yml b/kubernetes/persistent-volumes/postgres-api-persistent-volumes.yml
new file mode 100644
index 0000000..7e5e081
--- /dev/null
+++ b/kubernetes/persistent-volumes/postgres-api-persistent-volumes.yml
@@ -0,0 +1,128 @@
+### CREATION DES PV
+
+# pv-init-sql.yaml
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: pv-init-sql
+spec:
+  capacity:
+    storage: 1Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: /home/antoine/jul24_cmlops_reco_film/postgres/init.sql
+
+---
+# pv-processed-movies.yaml
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: pv-processed-movies
+spec:
+  capacity:
+    storage: 1Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: /home/antoine/jul24_cmlops_reco_film/ml/data/processed/processed_movies.csv
+
+---
+# pv-processed-ratings.yaml
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: pv-processed-ratings
+spec:
+  capacity:
+    storage: 1Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: /home/antoine/jul24_cmlops_reco_film/ml/data/processed/processed_ratings.csv
+
+---
+# pv-processed-links.yaml
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: pv-processed-links
+spec:
+  capacity:
+    storage: 1Gi
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: /home/antoine/jul24_cmlops_reco_film/ml/data/processed/processed_links.csv
+
+---
+### CREATION DES PVC
+
+# pvc-init-sql.yaml
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-init-sql
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteOnce
+  resources:
+    requests:
+      storage: 1Gi
+
+---
+# pvc-processed-movies.yaml
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-processed-movies
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteOnce
+  resources:
+    requests:
+      storage: 1Gi
+
+---
+# pvc-processed-ratings.yaml
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-processed-ratings
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteOnce
+  resources:
+    requests:
+      storage: 1Gi
+
+---
+# pvc-processed-links.yaml
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-processed-links
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteOnce
+  resources:
+    requests:
+      storage: 1Gi
+
+---
+# pvc-processed-links.yaml
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: posgres-api-volume
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteOnce
+  resources:
+    requests:
+      storage: 5Gi
diff --git a/kubernetes/persistent-volumes/processed-data-pvc.yml b/kubernetes/persistent-volumes/processed-data-pvc.yml
new file mode 100644
index 0000000..dd25a60
--- /dev/null
+++ b/kubernetes/persistent-volumes/processed-data-pvc.yml
@@ -0,0 +1,12 @@
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-processed-data
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteMany
+  resources:
+    requests:
+      storage: 1Gi
+  storageClassName: standard
diff --git a/kubernetes/persistent-volumes/prometheus-persistent-volume.yml b/kubernetes/persistent-volumes/prometheus-persistent-volume.yml
new file mode 100644
index 0000000..1951ad9
--- /dev/null
+++ b/kubernetes/persistent-volumes/prometheus-persistent-volume.yml
@@ -0,0 +1,38 @@
+# pv-prometheus-config.yaml
+apiVersion: v1
+kind: PersistentVolume
+metadata:
+  name: pv-prometheus-config
+spec:
+  capacity:
+    storage: 1Gi # Ajustez la taille selon vos besoins.
+  accessModes:
+    - ReadWriteOnce
+  hostPath:
+    path: /home/antoine/jul24_cmlops_reco_film/prometheus/prometheus.yml
+---
+# pvc-prometheus-config.yaml
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: pvc-prometheus-config
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteOnce
+  resources:
+    requests:
+      storage: 1Gi
+---
+# Persistent Volume Claims
+apiVersion: v1
+kind: PersistentVolumeClaim
+metadata:
+  name: prometheus-logs
+  namespace: reco-movies
+spec:
+  accessModes:
+    - ReadWriteOnce
+  resources:
+    requests:
+      storage: 5Gi
diff --git a/kubernetes/secrets/secrets.yml b/kubernetes/secrets/secrets.yml
new file mode 100644
index 0000000..c3de117
--- /dev/null
+++ b/kubernetes/secrets/secrets.yml
@@ -0,0 +1,33 @@
+# Secrets pour les mots de passe de la base de données
+apiVersion: v1
+kind: Secret
+metadata:
+  name: postgres-api-secrets
+  namespace: reco-movies
+type: Opaque
+data:
+  POSTGRES_PASSWORD: ZGF0YXNjaWVudGVzdA== # base64 encoded password
+
+---
+apiVersion: v1
+kind: Secret
+metadata:
+  name: postgres-mlflow-secrets
+  namespace: reco-movies
+type: Opaque
+data:
+  POSTGRES_PASSWORD: bWxmbG93 # base64 encoded password for MLflow DB
+  AWS_ACCESS_KEY_ID: bWxmbG93X2FjY2Vzcw== # base64 encoded 'mlflow_access'
+  AWS_SECRET_ACCESS_KEY: bWxmbG93X3NlY3JldA== # base64 encoded 'mlflow_secret'
+
+# Secrets Fastapi
+---
+apiVersion: v1
+kind: Secret
+metadata:
+  name: fastapi-secrets
+  namespace: reco-movies
+type: Opaque
+data:
+  # Ces valeurs doivent être encodées en base64
+  API_KEY: "dm90cmVfY2xlX2FwaV9pY2k=" # Exemple encodé en base64
diff --git a/kubernetes/services/services.yml b/kubernetes/services/services.yml
new file mode 100644
index 0000000..e03bb2d
--- /dev/null
+++ b/kubernetes/services/services.yml
@@ -0,0 +1,70 @@
+# Services pour chaque application
+
+## Service MLflow (ClusterIP)
+apiVersion: v1
+kind: Service
+metadata:
+  name: mlflow-service
+  namespace: reco-movies
+spec:
+  selector:
+    app: mlflow
+  ports:
+    - port: 5000
+  type: ClusterIP
+
+---
+## Service FastAPI (LoadBalancer)
+apiVersion: v1
+kind: Service
+metadata:
+  name: fastapi-service
+  namespace: reco-movies
+spec:
+  selector:
+    app: fastapi
+  ports:
+    - port: 8000
+  type: LoadBalancer
+---
+## Service Streamlit (LoadBalancer)
+apiVersion: v1
+kind: Service
+metadata:
+  name: streamlit-service
+  namespace: reco-movies
+spec:
+  selector:
+    app: streamlit
+  ports:
+    - port: 8501
+  type: LoadBalancer
+---
+## Service Prometheus (ClusterIP)
+apiVersion: v1
+kind: Service
+metadata:
+  name: prometheus-service
+  namespace: reco-movies
+spec:
+  selector:
+    app: prometheus
+  ports:
+    - port: 9090
+  type: ClusterIP
+---
+## Service Grafana (LoadBalancer)
+apiVersion: v1
+kind: Service
+metadata:
+  name: grafana-service
+  namespace: reco-movies
+spec:
+  selector:
+    app: grafana
+  ports:
+    - port: 3000
+  type: LoadBalancer
+
+---
+