diff --git a/charts/k8ssandra/Chart.yaml b/charts/k8ssandra/Chart.yaml
index 847240b77..8fc628d1e 100644
--- a/charts/k8ssandra/Chart.yaml
+++ b/charts/k8ssandra/Chart.yaml
@@ -15,7 +15,7 @@ dependencies:
     repository: file://../reaper-operator
     condition: reaper-operator.enabled
   - name: medusa-operator
-    version: 0.32.0
+    version: 0.32.1
     repository: file://../medusa-operator
     condition: medusa.enabled
   - name: k8ssandra-common
diff --git a/charts/medusa-operator/Chart.yaml b/charts/medusa-operator/Chart.yaml
index 1ead745c5..a0c06f283 100644
--- a/charts/medusa-operator/Chart.yaml
+++ b/charts/medusa-operator/Chart.yaml
@@ -1,11 +1,9 @@
 apiVersion: v2
 name: medusa-operator
-description: |
-  DEPRECATED - see https://github.com/k8ssandra/k8ssandra-operator 
-  Installs and configures the Medusa Operator for managing Apache Cassandra backups
+description: "DEPRECATED - see https://github.com/k8ssandra/k8ssandra-operator \nInstalls and configures the Medusa Operator for managing Apache Cassandra backups\n"
 type: application
-version: 0.32.0
-appVersion: 0.1.0
+version: 0.32.1
+appVersion: 0.4.0
 dependencies:
   - name: k8ssandra-common
     version: 0.29.0
diff --git a/charts/medusa-operator/values.yaml b/charts/medusa-operator/values.yaml
index 54898acbc..cc6439e73 100644
--- a/charts/medusa-operator/values.yaml
+++ b/charts/medusa-operator/values.yaml
@@ -1,50 +1,38 @@
 # -- Replaces the chart name which is used in the metadata.name of objects
 # created by this chart.
 nameOverride: ""
-
 # -- Replaces the value used for metadata.name in objects created by this chart.
 # The default value has the form releaseName-chartName.
 fullnameOverride: ""
-
 # -- Labels to be added to all deployed resources
 commonLabels: {}
-
 # -- Sets the number of medusa-operator pods.
 replicaCount: 1
-
 image:
   # -- Container registry containing the repository where the image resides
   registry: docker.io
   # -- Container repository where the medusa-operator resides
   repository: k8ssandra/medusa-operator
-
   # -- Pull policy for the operator container
   pullPolicy: IfNotPresent
-
   # -- Tag of the medusa-operator image to pull from image.repository
   tag: v0.4.0
-
 # -- References to secrets to use when pulling images. ref:
 # https://kubernetes.io/docs/tasks/configure-pod-container/pull-image-private-registry/
 imagePullSecrets: []
-
 serviceAccount:
   # -- Annotations for the medusa-operator service account.
   annotations: {}
-
 # -- Annotations for the medusa-operator pod.
 podAnnotations: {}
-
 # -- SecurityContext for the medusa-operator pod.
 podSecurityContext: {}
-
 # -- SecurityContext for the medusa-operator container.
 securityContext:
   runAsNonRoot: true
   runAsUser: 65534
   runAsGroup: 65534
   readOnlyRootFilesystem: true
-
 # -- Resources requests and limits for the cass-operator pod. We usually
 # recommend not to specify default resources and to leave this as a conscious
 # choice for the user. This also increases chances charts run on environments