diff --git a/dev/tasks/linux-packages/apache-arrow-apt-source/apt/debian-bookworm/Dockerfile b/dev/tasks/linux-packages/apache-arrow-apt-source/apt/debian-bookworm/Dockerfile
index f9541efdee..f7860dbbd0 100644
--- a/dev/tasks/linux-packages/apache-arrow-apt-source/apt/debian-bookworm/Dockerfile
+++ b/dev/tasks/linux-packages/apache-arrow-apt-source/apt/debian-bookworm/Dockerfile
@@ -15,7 +15,7 @@
 # specific language governing permissions and limitations
 # under the License.
 
-FROM debian:bookworm
+FROM debian:12
 
 RUN \
   echo "debconf debconf/frontend select Noninteractive" | \