diff --git a/bitnami/mlflow/CHANGELOG.md b/bitnami/mlflow/CHANGELOG.md
index f4cdca21866ec8..920cddf0e0ee02 100644
--- a/bitnami/mlflow/CHANGELOG.md
+++ b/bitnami/mlflow/CHANGELOG.md
@@ -1,8 +1,12 @@
 # Changelog
 
+## 2.2.1 (2024-11-18)
+
+* [bitnami/mlflow] Release 2.2.1 ([#30503](https://github.com/bitnami/charts/pull/30503))
+
 ## 2.2.0 (2024-11-15)
 
-* [bitnami/mlflow] Adding missing Azure Storage configuration in the Helm Chart ([#29626](https://github.com/bitnami/charts/pull/29626))
+* [bitnami/mlflow] Adding missing Azure Storage configuration in the Helm Chart (#29626) ([6aa1ccb](https://github.com/bitnami/charts/commit/6aa1ccbdccc5f566f92e310b69133c2e697037a1)), closes [#29626](https://github.com/bitnami/charts/issues/29626) [#1](https://github.com/bitnami/charts/issues/1)
 
 ## 2.1.0 (2024-11-04)
 
diff --git a/bitnami/mlflow/Chart.lock b/bitnami/mlflow/Chart.lock
index 3ae93ea32d8823..15a0c5022defaa 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: 14.8.1
+  version: 14.8.5
 - name: postgresql
   repository: oci://registry-1.docker.io/bitnamicharts
-  version: 16.1.0
+  version: 16.2.1
 - name: common
   repository: oci://registry-1.docker.io/bitnamicharts
-  version: 2.26.0
-digest: sha256:b497abde94fae1a937497e9255b9dd33f6f0201f7ed14a62fda1a91d44f91a88
-generated: "2024-10-31T14:40:55.653516165Z"
+  version: 2.27.0
+digest: sha256:1f361d25d67b1a44743e7ccd2d7f8bd4faefba776d3255b5540c336ec02d32e9
+generated: "2024-11-18T18:33:52.737052644Z"
diff --git a/bitnami/mlflow/Chart.yaml b/bitnami/mlflow/Chart.yaml
index 4c8643516056a3..42819a3955a125 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-r1
+      image: docker.io/bitnami/git:2.47.0-debian-12-r2
     - name: mlflow
-      image: docker.io/bitnami/mlflow:2.17.2-debian-12-r0
+      image: docker.io/bitnami/mlflow:2.18.0-debian-12-r0
     - name: os-shell
-      image: docker.io/bitnami/os-shell:12-debian-12-r32
+      image: docker.io/bitnami/os-shell:12-debian-12-r33
 apiVersion: v2
-appVersion: 2.17.2
+appVersion: 2.18.0
 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: 2.2.0
+version: 2.2.1
diff --git a/bitnami/mlflow/values.yaml b/bitnami/mlflow/values.yaml
index b3dc576ce13fd1..b7a152bf5df007 100644
--- a/bitnami/mlflow/values.yaml
+++ b/bitnami/mlflow/values.yaml
@@ -87,7 +87,7 @@ diagnosticMode:
 image:
   registry: docker.io
   repository: bitnami/mlflow
-  tag: 2.17.2-debian-12-r0
+  tag: 2.18.0-debian-12-r0
   digest: ""
   ## Specify a imagePullPolicy
   ## ref: https://kubernetes.io/docs/concepts/containers/images/#pre-pulled-images
@@ -116,7 +116,7 @@ image:
 gitImage:
   registry: docker.io
   repository: bitnami/git
-  tag: 2.47.0-debian-12-r1
+  tag: 2.47.0-debian-12-r2
   digest: ""
   pullPolicy: IfNotPresent
   ## Optionally specify an array of imagePullSecrets.
@@ -1212,7 +1212,7 @@ volumePermissions:
   image:
     registry: docker.io
     repository: bitnami/os-shell
-    tag: 12-debian-12-r32
+    tag: 12-debian-12-r33
     pullPolicy: IfNotPresent
     ## Optionally specify an array of imagePullSecrets.
     ## Secrets must be manually created in the namespace.
@@ -1261,7 +1261,7 @@ waitContainer:
   image:
     registry: docker.io
     repository: bitnami/os-shell
-    tag: 12-debian-12-r32
+    tag: 12-debian-12-r33
     digest: ""
     ## @param waitContainer.image.pullPolicy Init container wait-container image pull policy
     ##