diff --git a/bitnami/mlflow/2/debian-11/Dockerfile b/bitnami/mlflow/2/debian-11/Dockerfile
index eb4ffa17dce7..304e39bd3e02 100644
--- a/bitnami/mlflow/2/debian-11/Dockerfile
+++ b/bitnami/mlflow/2/debian-11/Dockerfile
@@ -7,13 +7,13 @@ ARG TARGETARCH
 
 LABEL com.vmware.cp.artifact.flavor="sha256:1e1b4657a77f0d47e9220f0c37b9bf7802581b93214fff7d1bd2364c8bf22e8e" \
       org.opencontainers.image.base.name="docker.io/bitnami/minideb:bullseye" \
-      org.opencontainers.image.created="2023-12-02T09:02:25Z" \
+      org.opencontainers.image.created="2023-12-14T02:29:00Z" \
       org.opencontainers.image.description="Application packaged by VMware, Inc" \
       org.opencontainers.image.licenses="Apache-2.0" \
-      org.opencontainers.image.ref.name="2.8.1-debian-11-r1" \
+      org.opencontainers.image.ref.name="2.9.1-debian-11-r0" \
       org.opencontainers.image.title="mlflow" \
       org.opencontainers.image.vendor="VMware, Inc." \
-      org.opencontainers.image.version="2.8.1"
+      org.opencontainers.image.version="2.9.1"
 
 ENV HOME="/" \
     OS_ARCH="${TARGETARCH:-amd64}" \
@@ -26,8 +26,8 @@ SHELL ["/bin/bash", "-o", "errexit", "-o", "nounset", "-o", "pipefail", "-c"]
 RUN install_packages ca-certificates curl git libbz2-1.0 libcom-err2 libcrypt1 libffi7 libgcc-s1 libgmp10 libgnutls30 libgssapi-krb5-2 libhogweed6 libidn2-0 libk5crypto3 libkeyutils1 libkrb5-3 libkrb5support0 libldap-2.4-2 liblzma5 libncursesw6 libnettle8 libnsl2 libp11-kit0 libpq5 libreadline8 libsasl2-2 libsqlite3-0 libssl1.1 libstdc++6 libtasn1-6 libtinfo6 libtirpc3 libunistring2 procps zlib1g
 RUN mkdir -p /tmp/bitnami/pkg/cache/ ; cd /tmp/bitnami/pkg/cache/ ; \
     COMPONENTS=( \
-      "python-3.10.13-11-linux-${OS_ARCH}-debian-11" \
-      "mlflow-2.8.1-0-linux-${OS_ARCH}-debian-11" \
+      "python-3.10.13-13-linux-${OS_ARCH}-debian-11" \
+      "mlflow-2.9.1-0-linux-${OS_ARCH}-debian-11" \
     ) ; \
     for COMPONENT in "${COMPONENTS[@]}"; do \
       if [ ! -f "${COMPONENT}.tar.gz" ]; then \
@@ -45,7 +45,7 @@ RUN useradd -r -u 1001 -g root mlflow
 RUN mkdir /.local && chmod g+rwX /.local
 
 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="2.8.1" \
+ENV APP_VERSION="2.9.1" \
     BITNAMI_APP_NAME="mlflow" \
     PATH="/opt/bitnami/python/bin:$PATH"
 
diff --git a/bitnami/mlflow/2/debian-11/prebuildfs/opt/bitnami/.bitnami_components.json b/bitnami/mlflow/2/debian-11/prebuildfs/opt/bitnami/.bitnami_components.json
index 0a0648fcb196..a255709a077b 100644
--- a/bitnami/mlflow/2/debian-11/prebuildfs/opt/bitnami/.bitnami_components.json
+++ b/bitnami/mlflow/2/debian-11/prebuildfs/opt/bitnami/.bitnami_components.json
@@ -3,12 +3,12 @@
         "arch": "amd64",
         "distro": "debian-11",
         "type": "NAMI",
-        "version": "2.8.1-0"
+        "version": "2.9.1-0"
     },
     "python": {
         "arch": "amd64",
         "distro": "debian-11",
         "type": "NAMI",
-        "version": "3.10.13-11"
+        "version": "3.10.13-13"
     }
 }
\ No newline at end of file
diff --git a/bitnami/mlflow/2/debian-11/tags-info.yaml b/bitnami/mlflow/2/debian-11/tags-info.yaml
index bd9d3572b884..18569d1c7b62 100644
--- a/bitnami/mlflow/2/debian-11/tags-info.yaml
+++ b/bitnami/mlflow/2/debian-11/tags-info.yaml
@@ -1,5 +1,5 @@
 rolling-tags:
 - "2"
 - 2-debian-11
-- 2.8.1
+- 2.9.1
 - latest