diff --git a/bitnami/mlflow/CHANGELOG.md b/bitnami/mlflow/CHANGELOG.md
index 6326b4c7a1..846af76dcf 100644
--- a/bitnami/mlflow/CHANGELOG.md
+++ b/bitnami/mlflow/CHANGELOG.md
@@ -1,8 +1,13 @@
 # Changelog
 
+## 2.3.1 (2024-12-11)
+
+* [bitnami/mlflow] Release 2.3.1 ([#30994](https://github.com/bitnami/charts/pull/30994))
+
 ## 2.3.0 (2024-12-10)
 
-* [bitnami/mlflow] Detect non-standard images ([#30925](https://github.com/bitnami/charts/pull/30925))
+* [bitnami/*] Add Bitnami Premium to NOTES.txt (#30854) ([3dfc003](https://github.com/bitnami/charts/commit/3dfc00376df6631f0ce54b8d440d477f6caa6186)), closes [#30854](https://github.com/bitnami/charts/issues/30854)
+* [bitnami/mlflow] Detect non-standard images (#30925) ([3beb92f](https://github.com/bitnami/charts/commit/3beb92fb9c3ee77b47b0bbb1e15b6298f5d4f87b)), closes [#30925](https://github.com/bitnami/charts/issues/30925)
 
 ## <small>2.2.2 (2024-12-10)</small>
 
diff --git a/bitnami/mlflow/Chart.lock b/bitnami/mlflow/Chart.lock
index 5d4807a75b..edc5ee60a3 100644
--- a/bitnami/mlflow/Chart.lock
+++ b/bitnami/mlflow/Chart.lock
@@ -1,12 +1,12 @@
 dependencies:
 - name: minio
   repository: oci://registry-1.docker.io/bitnamicharts
-  version: 14.8.6
+  version: 14.9.0
 - name: postgresql
   repository: oci://registry-1.docker.io/bitnamicharts
-  version: 16.2.5
+  version: 16.3.0
 - name: common
   repository: oci://registry-1.docker.io/bitnamicharts
   version: 2.28.0
-digest: sha256:3824867bec509fd15181a6ad933d76ecc7b9b6d581bcf274e57e7ad4d420ff25
-generated: "2024-12-10T17:16:02.365445+01:00"
+digest: sha256:a84162da3474eac842caf30796d7547d4cf3942da27ac6285c445b2af54f4ff7
+generated: "2024-12-11T18:52:25.754787317Z"
diff --git a/bitnami/mlflow/Chart.yaml b/bitnami/mlflow/Chart.yaml
index 02ec175c29..e650582cda 100644
--- a/bitnami/mlflow/Chart.yaml
+++ b/bitnami/mlflow/Chart.yaml
@@ -6,13 +6,13 @@ annotations:
   licenses: Apache-2.0
   images: |
     - name: git
-      image: docker.io/bitnami/git:2.47.0-debian-12-r2
+      image: docker.io/bitnami/git:2.47.1-debian-12-r0
     - name: mlflow
-      image: docker.io/bitnami/mlflow:2.18.0-debian-12-r0
+      image: docker.io/bitnami/mlflow:2.19.0-debian-12-r0
     - name: os-shell
-      image: docker.io/bitnami/os-shell:12-debian-12-r33
+      image: docker.io/bitnami/os-shell:12-debian-12-r34
 apiVersion: v2
-appVersion: 2.18.0
+appVersion: 2.19.0
 dependencies:
 - condition: minio.enabled
   name: minio
@@ -44,4 +44,4 @@ sources:
 - https://github.com/bitnami/charts/tree/main/bitnami/mlflow
 - https://github.com/bitnami/containers/tree/main/bitnami/mlflow
 - https://github.com/mlflow/mlflow
-version: 2.3.0
+version: 2.3.1
diff --git a/bitnami/mlflow/values.yaml b/bitnami/mlflow/values.yaml
index 6e02b125f8..a96e8a72fb 100644
--- a/bitnami/mlflow/values.yaml
+++ b/bitnami/mlflow/values.yaml
@@ -92,7 +92,7 @@ diagnosticMode:
 image:
   registry: docker.io
   repository: bitnami/mlflow
-  tag: 2.18.0-debian-12-r0
+  tag: 2.19.0-debian-12-r0
   digest: ""
   ## Specify a imagePullPolicy
   ## ref: https://kubernetes.io/docs/concepts/containers/images/#pre-pulled-images
@@ -121,7 +121,7 @@ image:
 gitImage:
   registry: docker.io
   repository: bitnami/git
-  tag: 2.47.0-debian-12-r2
+  tag: 2.47.1-debian-12-r0
   digest: ""
   pullPolicy: IfNotPresent
   ## Optionally specify an array of imagePullSecrets.
@@ -1217,7 +1217,7 @@ volumePermissions:
   image:
     registry: docker.io
     repository: bitnami/os-shell
-    tag: 12-debian-12-r33
+    tag: 12-debian-12-r34
     pullPolicy: IfNotPresent
     ## Optionally specify an array of imagePullSecrets.
     ## Secrets must be manually created in the namespace.
@@ -1266,7 +1266,7 @@ waitContainer:
   image:
     registry: docker.io
     repository: bitnami/os-shell
-    tag: 12-debian-12-r33
+    tag: 12-debian-12-r34
     digest: ""
     ## @param waitContainer.image.pullPolicy Init container wait-container image pull policy
     ##