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diff --git a/src/arrow/dev/release/binary/Dockerfile b/src/arrow/dev/release/binary/Dockerfile
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+++ b/src/arrow/dev/release/binary/Dockerfile
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+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+FROM debian:bullseye
+
+ENV DEBIAN_FRONTEND noninteractive
+
+ARG DEBUG
+
+RUN \
+  quiet=$([ "${DEBUG}" = "yes" ] || echo "-qq") && \
+  apt update ${quiet} && \
+  apt install -y -V ${quiet} \
+    apt-utils \
+    createrepo-c \
+    devscripts \
+    gpg \
+    locales \
+    openssh-server \
+    rake \
+    rpm \
+    ruby \
+    sudo && \
+  apt clean && \
+  rm -rf /var/lib/apt/lists/*
+
+RUN gem install apt-dists-merge -v ">= 1.0.2"
+
+RUN locale-gen en_US.UTF-8
+
+RUN mkdir -p /run/sshd
+RUN echo "StreamLocalBindUnlink yes" >> /etc/ssh/sshd_config
+
+ENV ARROW_USER arrow
+ENV ARROW_UID 10000
+
+RUN \
+  groupadd --gid ${ARROW_UID} ${ARROW_USER} && \
+  useradd --uid ${ARROW_UID} --gid ${ARROW_UID} --create-home ${ARROW_USER} && \
+  mkdir -p /home/arrow/.gnupg /home/arrow/.ssh && \
+  chown -R arrow: /home/arrow/.gnupg /home/arrow/.ssh && \
+  chmod -R og-rwx /home/arrow/.gnupg /home/arrow/.ssh && \
+  echo "${ARROW_USER} ALL=(ALL:ALL) NOPASSWD:ALL" | \
+    EDITOR=tee visudo -f /etc/sudoers.d/arrow
+
+COPY id_rsa.pub /home/arrow/.ssh/authorized_keys
+RUN \
+  chown -R arrow: /home/arrow/.ssh && \
+  chmod -R og-rwx /home/arrow/.ssh
+
+COPY runner.sh /home/arrow/runner.sh
+RUN \
+  chown -R arrow: /home/arrow/runner.sh && \
+  chmod +x /home/arrow/runner.sh
+
+EXPOSE 22