diff --git a/bitnami/mlflow/3/debian-12/Dockerfile b/bitnami/mlflow/3/debian-12/Dockerfile
index 17747f6523a1..de790e61b200 100644
--- a/bitnami/mlflow/3/debian-12/Dockerfile
+++ b/bitnami/mlflow/3/debian-12/Dockerfile
@@ -7,7 +7,7 @@ ARG DOWNLOADS_URL="downloads.bitnami.com/files/stacksmith"
 ARG TARGETARCH
 
 LABEL org.opencontainers.image.base.name="docker.io/bitnami/minideb:bookworm" \
-      org.opencontainers.image.created="2026-05-17T11:26:08Z" \
+      org.opencontainers.image.created="2026-05-21T04:01:13Z" \
       org.opencontainers.image.description="Application packaged by Broadcom, Inc." \
       org.opencontainers.image.documentation="https://github.com/bitnami/containers/tree/main/bitnami/mlflow/README.md" \
       org.opencontainers.image.source="https://github.com/bitnami/containers/tree/main/bitnami/mlflow" \
@@ -51,7 +51,7 @@ RUN uninstall_packages curl
 RUN mkdir -p /app/mlruns /app/mlartifacts /bitnami/mlflow && chmod g+rwX /app /app/mlruns /app/mlartifacts /bitnami/mlflow && ln -s /opt/bitnami/python/lib/*/site-packages/mlflow/server/auth/ /bitnami/mlflow-basic-auth
 ENV APP_VERSION="3.12.0" \
     BITNAMI_APP_NAME="mlflow" \
-    IMAGE_REVISION="3" \
+    IMAGE_REVISION="4" \
     LD_LIBRARY_PATH="/opt/bitnami/postgresql/lib:$LD_LIBRARY_PATH" \
     PATH="/opt/bitnami/python/bin:$PATH"
 
diff --git a/bitnami/mlflow/README.md b/bitnami/mlflow/README.md
index 0d1fec09a9c0..2dcd9d0b1349 100644
--- a/bitnami/mlflow/README.md
+++ b/bitnami/mlflow/README.md
@@ -11,6 +11,14 @@ Trademarks: This software listing is packaged by Bitnami. The respective tradema
 docker run -it --name mlflow bitnami/mlflow:latest
 ```
 
+## Using `docker-compose.yml`
+
+The docker-compose.yaml file of this container can be found in the [Bitnami Containers repository](https://github.com/bitnami/containers/).
+
+[https://github.com/bitnami/containers/tree/main/bitnami/mlflow/docker-compose.yml](https://github.com/bitnami/containers/tree/main/bitnami/mlflow/docker-compose.yml)
+
+Please be aware this file has not undergone internal testing. Consequently, we advise its use exclusively for development or testing purposes. For production-ready deployments, we highly recommend utilizing its associated [Bitnami Helm chart](https://github.com/bitnami/charts/tree/main/bitnami/mlflow).
+
 ## Why use Bitnami Secure Images?
 
 Those are hardened, minimal CVE images built and maintained by Bitnami. Bitnami Secure Images are based on the cloud-optimized, security-hardened enterprise [OS Photon Linux](https://vmware.github.io/photon/). Why choose BSI images?