diff --git a/bitnami/mlflow/3/debian-12/Dockerfile b/bitnami/mlflow/3/debian-12/Dockerfile
index 405d37cd3cf9..6e38e5a6220c 100644
--- a/bitnami/mlflow/3/debian-12/Dockerfile
+++ b/bitnami/mlflow/3/debian-12/Dockerfile
@@ -7,13 +7,13 @@ 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="2026-02-19T03:06:43Z" \
+      org.opencontainers.image.created="2026-02-23T13:08:06Z" \
       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" \
       org.opencontainers.image.title="mlflow" \
       org.opencontainers.image.vendor="Broadcom, Inc." \
-      org.opencontainers.image.version="3.9.0"
+      org.opencontainers.image.version="3.10.0"
 
 ENV HOME="/" \
     OS_ARCH="${TARGETARCH:-amd64}" \
@@ -28,8 +28,8 @@ RUN --mount=type=secret,id=downloads_url,env=SECRET_DOWNLOADS_URL \
     DOWNLOADS_URL=${SECRET_DOWNLOADS_URL:-${DOWNLOADS_URL}} ; \
     mkdir -p /tmp/bitnami/pkg/cache/ ; cd /tmp/bitnami/pkg/cache/ || exit 1 ; \
     COMPONENTS=( \
-      "python-3.12.12-16-linux-${OS_ARCH}-debian-12" \
-      "mlflow-3.9.0-1-linux-${OS_ARCH}-debian-12" \
+      "python-3.12.12-17-linux-${OS_ARCH}-debian-12" \
+      "mlflow-3.10.0-0-linux-${OS_ARCH}-debian-12" \
     ) ; \
     for COMPONENT in "${COMPONENTS[@]}"; do \
       if [ ! -f "${COMPONENT}.tar.gz" ]; then \
@@ -48,9 +48,9 @@ RUN mkdir /.local && chmod g+rwX /.local
 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="3.9.0" \
+ENV APP_VERSION="3.10.0" \
     BITNAMI_APP_NAME="mlflow" \
-    IMAGE_REVISION="2" \
+    IMAGE_REVISION="0" \
     PATH="/opt/bitnami/python/bin:$PATH"
 
 WORKDIR /app
diff --git a/bitnami/mlflow/README.md b/bitnami/mlflow/README.md
index 699a760385ac..67d2caad9447 100644
--- a/bitnami/mlflow/README.md
+++ b/bitnami/mlflow/README.md
@@ -98,32 +98,6 @@ The Bitnami MLflow Docker image from the [Bitnami Secure Images](https://go-vmwa
 
 - `OPENSSL_FIPS`: whether OpenSSL runs in FIPS mode or not. `yes` (default), `no`.
 
-## Maintenance
-
-### Upgrade this image
-
-Bitnami provides up-to-date versions of MLflow, including security patches, soon after they are made upstream. We recommend that you follow these steps to upgrade your container.
-
-#### Step 1: Get the updated image
-
-```console
-docker pull bitnami/mlflow:latest
-```
-
-#### Step 2: Remove the currently running container
-
-```console
-docker rm -v mlflow
-```
-
-#### Step 3: Run the new image
-
-Re-create your container from the new image.
-
-```console
-docker run --name mlflow bitnami/mlflow:latest
-```
-
 ## Notable Changes
 
 ### Starting January 16, 2024