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diff --git a/src/arrow/dev/tasks/linux-packages/apache-arrow/yum/amazon-linux-2/Dockerfile b/src/arrow/dev/tasks/linux-packages/apache-arrow/yum/amazon-linux-2/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.
+
+ARG FROM=amazonlinux:2
+FROM ${FROM}
+
+COPY qemu-* /usr/bin/
+
+ARG DEBUG
+
+RUN \
+  quiet=$([ "${DEBUG}" = "yes" ] || echo "--quiet") && \
+  yum update -y ${quiet} && \
+  amazon-linux-extras install -y epel && \
+  yum install -y ${quiet} \
+    bison \
+    brotli-devel \
+    bzip2-devel \
+    ccache \
+    cmake3 \
+    flex \
+    gcc-c++ \
+    git \
+    glog-devel \
+    gobject-introspection-devel \
+    gtk-doc \
+    lz4-devel \
+    make \
+    openssl-devel \
+    pkg-config \
+    rapidjson-devel \
+    rpmdevtools \
+    snappy-devel \
+    tar \
+    utf8proc-devel \
+    zlib-devel && \
+  # Install ninja-build dependencies in amzn2-core
+  yum install -y ${quiet} ninja-build && \
+  # Install ninja-build from EPEL because ninja-build in amzn2-core is old.
+  yum install -y ${quiet} --disablerepo=amzn2-core ninja-build && \
+  yum clean ${quiet} all