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diff --git a/src/arrow/ci/docker/linux-apt-jni.dockerfile b/src/arrow/ci/docker/linux-apt-jni.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 ${base}
+
+# pipefail is enabled for proper error detection in the `wget | apt-key add`
+# step
+SHELL ["/bin/bash", "-o", "pipefail", "-c"]
+
+ENV DEBIAN_FRONTEND noninteractive
+
+ARG llvm
+RUN apt-get update -y -q && \
+    apt-get install -y -q --no-install-recommends \
+      apt-transport-https \
+      lsb-release \
+      software-properties-common \
+      wget && \
+    code_name=$(lsb_release --codename --short) && \
+    wget -O - https://apt.llvm.org/llvm-snapshot.gpg.key | apt-key add - && \
+    apt-add-repository -y \
+      "deb https://apt.llvm.org/${code_name}/ llvm-toolchain-${code_name}-${llvm} main" && \
+    apt-get update -y -q && \
+    apt-get install -y -q --no-install-recommends \
+        ca-certificates \
+        ccache \
+        clang-${llvm} \
+        cmake \
+        git \
+        g++ \
+        gcc \
+        libboost-all-dev \
+        libgflags-dev \
+        libgoogle-glog-dev \
+        libgtest-dev \
+        liblz4-dev \
+        libre2-dev \
+        libsnappy-dev \
+        libssl-dev \
+        llvm-${llvm}-dev \
+        make \
+        ninja-build \
+        pkg-config \
+        protobuf-compiler \
+        rapidjson-dev \
+        tzdata \
+        zlib1g-dev && \
+    apt-get clean && \
+    rm -rf /var/lib/apt/lists/*
+
+ARG cmake=3.11.4
+RUN wget -nv -O - https://github.com/Kitware/CMake/releases/download/v${cmake}/cmake-${cmake}-Linux-x86_64.tar.gz | tar -xzf - -C /opt
+ENV PATH=/opt/cmake-${cmake}-Linux-x86_64/bin:$PATH
+
+ENV ARROW_BUILD_TESTS=OFF \
+    ARROW_DATASET=ON \
+    ARROW_FLIGHT=OFF \
+    ARROW_GANDIVA_JAVA=ON \
+    ARROW_GANDIVA=ON \
+    ARROW_HOME=/usr/local \
+    ARROW_JAVA_CDATA=ON \
+    ARROW_JNI=ON \
+    ARROW_ORC=ON \
+    ARROW_PARQUET=ON \
+    ARROW_PLASMA_JAVA_CLIENT=ON \
+    ARROW_PLASMA=ON \
+    ARROW_USE_CCACHE=ON \
+    CC=gcc \
+    CXX=g++ \
+    ORC_SOURCE=BUNDLED \
+    PATH=/usr/lib/ccache/:$PATH \
+    Protobuf_SOURCE=BUNDLED