diff --git a/charts/jupyter-pyspark/Chart.yaml b/charts/jupyter-pyspark/Chart.yaml
index b2133c3c7..9a3b3a75a 100644
--- a/charts/jupyter-pyspark/Chart.yaml
+++ b/charts/jupyter-pyspark/Chart.yaml
@@ -24,7 +24,7 @@ type: application
 # This is the chart version. This version number should be incremented each time you make changes
 # to the chart and its templates, including the app version.
 # Versions are expected to follow Semantic Versioning (https://semver.org/)
-version: 2.3.27
+version: 2.3.28
 dependencies:
   - name: library-chart
     version: 1.7.14
diff --git a/charts/jupyter-pyspark/values.schema.json b/charts/jupyter-pyspark/values.schema.json
index c03a4774c..79fc53e7d 100644
--- a/charts/jupyter-pyspark/values.schema.json
+++ b/charts/jupyter-pyspark/values.schema.json
@@ -24,15 +24,15 @@
               "title": "Name of the service's Docker image",
               "type": "string",
               "listEnum": [
-                "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark3.5.7",
-                "inseefrlab/onyxia-jupyter-pyspark:py3.12.12-spark3.5.7"
+                "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark4.0.1",
+                "inseefrlab/onyxia-jupyter-pyspark:py3.12.12-spark4.0.1"
               ],
               "render": "list",
               "hidden": {
                 "value": true,
                 "path": "service/image/custom/enabled"
               },
-              "default": "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark3.5.7"
+              "default": "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark4.0.1"
             },
             "custom": {
               "title": "Custom image",
@@ -49,7 +49,7 @@
                 "version": {
                   "title": "Name of the custom image",
                   "type": "string",
-                  "default": "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark3.5.7",
+                  "default": "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark4.0.1",
                   "hidden": {
                     "value": false,
                     "path": "enabled",
diff --git a/charts/jupyter-pyspark/values.yaml b/charts/jupyter-pyspark/values.yaml
index b1d2851f4..6085277ca 100644
--- a/charts/jupyter-pyspark/values.yaml
+++ b/charts/jupyter-pyspark/values.yaml
@@ -7,11 +7,11 @@ service:
     image: "inseefrlab/onyxia-base:latest"
     pullPolicy: IfNotPresent
   image:
-    version: "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark3.5.7"
+    version: "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark4.0.1"
     pullPolicy: IfNotPresent
     custom:
       enabled: false
-      version: "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark3.5.7"
+      version: "inseefrlab/onyxia-jupyter-pyspark:py3.13.8-spark4.0.1"
 
 spark:
   sparkui: false
diff --git a/charts/rstudio-sparkr/Chart.yaml b/charts/rstudio-sparkr/Chart.yaml
index 16c0cdba9..1bb71e680 100644
--- a/charts/rstudio-sparkr/Chart.yaml
+++ b/charts/rstudio-sparkr/Chart.yaml
@@ -23,7 +23,7 @@ type: application
 # This is the chart version. This version number should be incremented each time you make changes
 # to the chart and its templates, including the app version.
 # Versions are expected to follow Semantic Versioning (https://semver.org/)
-version: 2.3.17
+version: 2.3.18
 dependencies:
   - name: library-chart
     version: 1.7.14
diff --git a/charts/rstudio-sparkr/values.schema.json b/charts/rstudio-sparkr/values.schema.json
index d5aa80f5d..5cb9d1893 100644
--- a/charts/rstudio-sparkr/values.schema.json
+++ b/charts/rstudio-sparkr/values.schema.json
@@ -24,15 +24,15 @@
               "title": "Name of the service's Docker image",
               "type": "string",
               "listEnum": [
-                "inseefrlab/onyxia-rstudio-sparkr:r4.5.1-spark3.5.7",
-                "inseefrlab/onyxia-rstudio-sparkr:r4.4.3-spark3.5.7"
+                "inseefrlab/onyxia-rstudio-sparkr:r4.5.2-spark4.0.1",
+                "inseefrlab/onyxia-rstudio-sparkr:r4.4.3-spark4.0.1"
               ],
               "render": "list",
               "hidden": {
                 "value": true,
                 "path": "service/image/custom/enabled"
               },
-              "default": "inseefrlab/onyxia-rstudio-sparkr:r4.5.1-spark3.5.7"
+              "default": "inseefrlab/onyxia-rstudio-sparkr:r4.5.2-spark4.0.1"
             },
             "custom": {
               "title": "Custom image",
@@ -49,7 +49,7 @@
                 "version": {
                   "title": "Name of the custom image",
                   "type": "string",
-                  "default": "inseefrlab/onyxia-rstudio-sparkr:r4.5.1-spark3.5.7",
+                  "default": "inseefrlab/onyxia-rstudio-sparkr:r4.5.2-spark4.0.1",
                   "hidden": {
                     "value": false,
                     "path": "enabled",
diff --git a/charts/rstudio-sparkr/values.yaml b/charts/rstudio-sparkr/values.yaml
index a5a4c7202..7a10304af 100644
--- a/charts/rstudio-sparkr/values.yaml
+++ b/charts/rstudio-sparkr/values.yaml
@@ -7,11 +7,11 @@ service:
     image: "inseefrlab/onyxia-base:latest"
     pullPolicy: IfNotPresent
   image:
-    version: "inseefrlab/onyxia-rstudio-sparkr:r4.5.1-spark3.5.7"
+    version: "inseefrlab/onyxia-rstudio-sparkr:r4.5.2-spark4.0.1"
     pullPolicy: IfNotPresent
     custom:
       enabled: false
-      version: "inseefrlab/onyxia-rstudio-sparkr:r4.5.1-spark3.5.7"
+      version: "inseefrlab/onyxia-rstudio-sparkr:r4.5.2-spark4.0.1"
 
 spark:
   sparkui: false
diff --git a/charts/rstudio/Chart.yaml b/charts/rstudio/Chart.yaml
index f998e6c78..6b573e8a3 100644
--- a/charts/rstudio/Chart.yaml
+++ b/charts/rstudio/Chart.yaml
@@ -22,7 +22,7 @@ type: application
 # This is the chart version. This version number should be incremented each time you make changes
 # to the chart and its templates, including the app version.
 # Versions are expected to follow Semantic Versioning (https://semver.org/)
-version: 2.3.19
+version: 2.3.20
 dependencies:
   - name: library-chart
     version: 2.0.1
diff --git a/charts/rstudio/values.schema.json b/charts/rstudio/values.schema.json
index a95a43e60..6fa5af09b 100644
--- a/charts/rstudio/values.schema.json
+++ b/charts/rstudio/values.schema.json
@@ -24,7 +24,7 @@
               "title": "Name of the service's Docker image",
               "type": "string",
               "listEnum": [
-                "inseefrlab/onyxia-rstudio:r4.5.1",
+                "inseefrlab/onyxia-rstudio:r4.5.2",
                 "inseefrlab/onyxia-rstudio:r4.4.3"
               ],
               "render": "list",
@@ -32,7 +32,7 @@
                 "value": true,
                 "path": "service/image/custom/enabled"
               },
-              "default": "inseefrlab/onyxia-rstudio:r4.5.1"
+              "default": "inseefrlab/onyxia-rstudio:r4.5.2"
             },
             "custom": {
               "title": "Custom image",
@@ -49,7 +49,7 @@
                 "version": {
                   "title": "Name of the custom image",
                   "type": "string",
-                  "default": "inseefrlab/onyxia-rstudio:r4.5.1",
+                  "default": "inseefrlab/onyxia-rstudio:r4.5.2",
                   "hidden": {
                     "value": false,
                     "path": "enabled",
diff --git a/charts/rstudio/values.yaml b/charts/rstudio/values.yaml
index 858a2b269..5817687f5 100644
--- a/charts/rstudio/values.yaml
+++ b/charts/rstudio/values.yaml
@@ -7,11 +7,11 @@ service:
     image: "inseefrlab/onyxia-base:latest"
     pullPolicy: IfNotPresent
   image:
-    version: "inseefrlab/onyxia-rstudio:r4.5.1"
+    version: "inseefrlab/onyxia-rstudio:r4.5.2"
     pullPolicy: IfNotPresent
     custom:
       enabled: false
-      version: "inseefrlab/onyxia-rstudio:r4.5.1"
+      version: "inseefrlab/onyxia-rstudio:r4.5.2"
 
 security:
   password: "changeme"
diff --git a/charts/vscode-pyspark/Chart.yaml b/charts/vscode-pyspark/Chart.yaml
index 742c9cf6a..8f467b668 100644
--- a/charts/vscode-pyspark/Chart.yaml
+++ b/charts/vscode-pyspark/Chart.yaml
@@ -24,7 +24,7 @@ type: application
 # This is the chart version. This version number should be incremented each time you make changes
 # to the chart and its templates, including the app version.
 # Versions are expected to follow Semantic Versioning (https://semver.org/)
-version: 2.4.0
+version: 2.4.1
 dependencies:
   - name: library-chart
     version: 1.7.14
diff --git a/charts/vscode-pyspark/values.schema.json b/charts/vscode-pyspark/values.schema.json
index 89a85a797..818ca28a6 100644
--- a/charts/vscode-pyspark/values.schema.json
+++ b/charts/vscode-pyspark/values.schema.json
@@ -24,15 +24,15 @@
               "title": "Name of the service's Docker image",
               "type": "string",
               "listEnum": [
-                "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark3.5.7",
-                "inseefrlab/onyxia-vscode-pyspark:py3.12.12-spark3.5.7"
+                "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark4.0.1",
+                "inseefrlab/onyxia-vscode-pyspark:py3.12.12-spark4.0.1"
               ],
               "render": "list",
               "hidden": {
                 "value": true,
                 "path": "service/image/custom/enabled"
               },
-              "default": "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark3.5.7"
+              "default": "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark4.0.1"
             },
             "custom": {
               "title": "Custom image",
@@ -49,7 +49,7 @@
                 "version": {
                   "title": "Name of the custom image",
                   "type": "string",
-                  "default": "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark3.5.7",
+                  "default": "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark4.0.1",
                   "hidden": {
                     "value": false,
                     "path": "enabled",
diff --git a/charts/vscode-pyspark/values.yaml b/charts/vscode-pyspark/values.yaml
index 919de9d1a..deda28a85 100644
--- a/charts/vscode-pyspark/values.yaml
+++ b/charts/vscode-pyspark/values.yaml
@@ -7,11 +7,11 @@ service:
     image: "inseefrlab/onyxia-base:latest"
     pullPolicy: IfNotPresent
   image:
-    version: "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark3.5.7"
+    version: "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark4.0.1"
     pullPolicy: IfNotPresent
     custom:
       enabled: false
-      version: "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark3.5.7"
+      version: "inseefrlab/onyxia-vscode-pyspark:py3.13.8-spark4.0.1"
 
 spark:
   sparkui: false
diff --git a/utils/charts-inheritance.yaml b/utils/charts-inheritance.yaml
index 240e750ae..201f5d8e8 100644
--- a/utils/charts-inheritance.yaml
+++ b/utils/charts-inheritance.yaml
@@ -12,7 +12,7 @@ jupyter-python:
   jupyter-r-python-julia:
     description: The JupyterLab IDE with Python, R, Julia, and a collection of standard data science packages
     images:
-      - inseefrlab/onyxia-jupyter-r-python-julia:r4.5.1-py3.13.8
+      - inseefrlab/onyxia-jupyter-r-python-julia:r4.5.2-py3.13.8
 
 jupyter-pyspark: []
 
@@ -22,7 +22,7 @@ rstudio:
   rstudio-r-python-julia:
     description: The RStudio IDE with Python, R, Julia, and a collection of standard data science packages
     images:
-      - inseefrlab/onyxia-rstudio-r-python-julia:r4.5.1-py3.13.8
+      - inseefrlab/onyxia-rstudio-r-python-julia:r4.5.2-py3.13.8
 
 rstudio-sparkr: []
 
@@ -40,6 +40,6 @@ vscode-python:
   vscode-r-python-julia:
     description: The VSCode IDE with minimal installations of R, Python and Julia.
     images:
-      - inseefrlab/onyxia-vscode-r-python-julia:r4.5.1-py3.13.8
+      - inseefrlab/onyxia-vscode-r-python-julia:r4.5.2-py3.13.8
 
 vscode-pyspark: []