diff --git a/bitnami/jupyter-base-notebook/5/debian-12/Dockerfile b/bitnami/jupyter-base-notebook/5/debian-12/Dockerfile
index 353af065b58f..7e9361499866 100644
--- a/bitnami/jupyter-base-notebook/5/debian-12/Dockerfile
+++ b/bitnami/jupyter-base-notebook/5/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="2026-02-24T16:57:12Z" \
+      org.opencontainers.image.created="2026-03-11T18:07:44Z" \
       org.opencontainers.image.description="Application packaged by Broadcom, Inc." \
       org.opencontainers.image.documentation="https://github.com/bitnami/containers/tree/main/bitnami/jupyter-base-notebook/README.md" \
       org.opencontainers.image.source="https://github.com/bitnami/containers/tree/main/bitnami/jupyter-base-notebook" \
@@ -29,7 +29,7 @@ RUN --mount=type=secret,id=downloads_url,env=SECRET_DOWNLOADS_URL \
     mkdir -p /tmp/bitnami/pkg/cache/ ; cd /tmp/bitnami/pkg/cache/ || exit 1 ; \
     COMPONENTS=( \
       "miniforge-26.1.0-0-0-linux-${OS_ARCH}-debian-12" \
-      "jupyter-base-notebook-5.4.3-10-linux-${OS_ARCH}-debian-12" \
+      "jupyter-base-notebook-5.4.3-11-linux-${OS_ARCH}-debian-12" \
     ) ; \
     for COMPONENT in "${COMPONENTS[@]}"; do \
       if [ ! -f "${COMPONENT}.tar.gz" ]; then \
@@ -49,7 +49,7 @@ RUN uninstall_packages curl
 
 ENV APP_VERSION="5.4.3" \
     BITNAMI_APP_NAME="jupyter-base-notebook" \
-    IMAGE_REVISION="12" \
+    IMAGE_REVISION="13" \
     PATH="/opt/bitnami/miniforge/bin:/opt/bitnami/common/bin:$PATH"
 
 USER 1001
diff --git a/bitnami/jupyter-base-notebook/README.md b/bitnami/jupyter-base-notebook/README.md
index ab11df9e4cf4..2531e22e6e42 100644
--- a/bitnami/jupyter-base-notebook/README.md
+++ b/bitnami/jupyter-base-notebook/README.md
@@ -1,7 +1,5 @@
 # Bitnami Secure Image for Jupyter Base Notebook
 
-## What is Jupyter Base Notebook?
-
 > Jupyter Base Notebook is an instance of Jupyter Notebook for your JupyterHub installation. The Base flavor contains the essential Python 3 packages and the JupyterLab user interface.
 
 [Overview of Jupyter Base Notebook](https://github.com/jupyter/docker-stacks)
@@ -9,6 +7,8 @@ Trademarks: This software listing is packaged by Bitnami. The respective tradema
 
 ## TL;DR
 
+Use this quick command to run the container.
+
 ```console
 docker run --name jupyter-base-notebook bitnami/jupyter-base-notebook:latest
 ```
@@ -62,6 +62,8 @@ Non-root container images add an extra layer of security and are generally recom
 
 ## Configuration
 
+The following sections describe how to run commands and add packages.
+
 ### Running commands
 
 To run commands inside this container you can use `docker run`, for example to execute `jupyterhub-singleuser --version` you can follow the example below:
@@ -74,7 +76,8 @@ Check the [official Jupyter Notebook documentation](https://jupyter.readthedocs.
 
 ### Adding more python packages
 
-To add more python packages, you need to create a Dockerfile extending the current image, and the commands to install the desired packages.
+To add more python packages, you need to create a Dockerfile extending the current image and add the commands to install the desired packages.
+
 In the following example, the base notebook image is used to add `scipy` and `matplotlib`.
 
 ```Dockerfile
@@ -93,7 +96,9 @@ The Bitnami Jupyter Base Notebook Docker image from the [Bitnami Secure Images](
 
 - `OPENSSL_FIPS`: whether OpenSSL runs in FIPS mode or not. `yes` (default), `no`.
 
-## Notable Changes
+## Notable changes
+
+The following subsections describe notable changes.
 
 ### Starting January 16, 2024