diff --git a/dev/tasks/linux-packages/apache-arrow/yum/centos-9-stream/Dockerfile b/dev/tasks/linux-packages/apache-arrow/yum/centos-9-stream/Dockerfile
index 8bcd97fa6fe0e..6f40cd71e9f0d 100644
--- a/dev/tasks/linux-packages/apache-arrow/yum/centos-9-stream/Dockerfile
+++ b/dev/tasks/linux-packages/apache-arrow/yum/centos-9-stream/Dockerfile
@@ -18,12 +18,15 @@
 ARG FROM=quay.io/centos/centos:stream9
 FROM ${FROM}
 
+ENV SCL=gcc-toolset-12
+
 ARG DEBUG
 
 RUN \
   quiet=$([ "${DEBUG}" = "yes" ] || echo "--quiet") && \
   dnf install -y ${quiet} epel-release && \
   dnf install --enablerepo=crb -y ${quiet} \
+    ${SCL} \
     bison \
     boost-devel \
     brotli-devel \