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diff --git a/src/arrow/ci/docker/linux-apt-docs.dockerfile b/src/arrow/ci/docker/linux-apt-docs.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 base
+FROM ${base}
+
+ARG r=4.1
+ARG jdk=8
+
+# See R install instructions at https://cloud.r-project.org/bin/linux/ubuntu/
+RUN apt-get update -y && \
+    apt-get install -y \
+        dirmngr \
+        apt-transport-https \
+        software-properties-common && \
+    apt-key adv \
+        --keyserver keyserver.ubuntu.com \
+        --recv-keys E298A3A825C0D65DFD57CBB651716619E084DAB9 && \
+    add-apt-repository 'deb https://cloud.r-project.org/bin/linux/ubuntu '$(lsb_release -cs)'-cran40/' && \
+    apt-get install -y --no-install-recommends \
+        autoconf-archive \
+        automake \
+        curl \
+        doxygen \
+        gobject-introspection \
+        gtk-doc-tools \
+        libcurl4-openssl-dev \
+        libfontconfig1-dev \
+        libfribidi-dev \
+        libgirepository1.0-dev \
+        libglib2.0-doc \
+        libharfbuzz-dev \
+        libtiff-dev \
+        libtool \
+        libxml2-dev \
+        ninja-build \
+        nvidia-cuda-toolkit \
+        openjdk-${jdk}-jdk-headless \
+        pandoc \
+        r-recommended=${r}* \
+        r-base=${r}* \
+        rsync \
+        ruby-dev \
+        wget && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+ENV JAVA_HOME=/usr/lib/jvm/java-${jdk}-openjdk-amd64
+
+ARG maven=3.5.4
+COPY ci/scripts/util_download_apache.sh /arrow/ci/scripts/
+RUN /arrow/ci/scripts/util_download_apache.sh \
+    "maven/maven-3/${maven}/binaries/apache-maven-${maven}-bin.tar.gz" /opt
+ENV PATH=/opt/apache-maven-${maven}/bin:$PATH
+RUN mvn -version
+
+ARG node=14
+RUN wget -q -O - https://deb.nodesource.com/setup_${node}.x | bash - && \
+    apt-get install -y nodejs && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/* && \
+    npm install -g yarn
+
+# ARROW-13353: breathe >= 4.29.1 tries to parse template arguments,
+# but Sphinx can't parse constructs like `typename...`.
+RUN pip install \
+        meson \
+        breathe==4.29.0 \
+        ipython \
+        sphinx \
+        pydata-sphinx-theme
+
+COPY c_glib/Gemfile /arrow/c_glib/
+RUN gem install --no-document bundler && \
+    bundle install --gemfile /arrow/c_glib/Gemfile
+
+# Ensure parallel R package installation, set CRAN repo mirror,
+# and use pre-built binaries where possible
+COPY ci/etc/rprofile /arrow/ci/etc/
+RUN cat /arrow/ci/etc/rprofile >> $(R RHOME)/etc/Rprofile.site
+# Also ensure parallel compilation of C/C++ code
+RUN echo "MAKEFLAGS=-j$(R -s -e 'cat(parallel::detectCores())')" >> $(R RHOME)/etc/Renviron.site
+
+COPY ci/scripts/r_deps.sh /arrow/ci/scripts/
+COPY r/DESCRIPTION /arrow/r/
+RUN /arrow/ci/scripts/r_deps.sh /arrow && \
+    R -e "install.packages('pkgdown')"
+
+ENV ARROW_FLIGHT=ON \
+    ARROW_PYTHON=ON \
+    ARROW_S3=ON \
+    ARROW_BUILD_STATIC=OFF \
+    ARROW_BUILD_TESTS=OFF \
+    ARROW_BUILD_UTILITIES=OFF \
+    ARROW_USE_GLOG=OFF \
+    CMAKE_UNITY_BUILD=ON \