diff --git a/docker-compose.yml b/docker-compose.yml
index 6bf5f67e73a33..728c843a40a8b 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -684,6 +684,19 @@ services:
         /arrow/ci/scripts/cpp_build.sh /arrow /build &&
         /arrow/ci/scripts/r_sanitize.sh /arrow"
 
+  r-manylinux2014:
+    image: ${REPO}:amd64-centos-7.7-python-manylinux2014
+    build:
+      context: python/manylinux201x
+      dockerfile: Dockerfile-x86_64_base_2014
+      cache_from:
+        - ${REPO}:amd64-centos-7.7-python-manylinux2014
+    shm_size: *shm-size
+    volumes:
+      - .:/arrow:delegated
+      - ./python/manylinux201x:/io:delegated
+    command: /io/build_arrow_static.sh
+  
   ################################ Rust #######################################
 
   debian-rust:
diff --git a/python/manylinux201x/build_arrow_static.sh b/python/manylinux201x/build_arrow_static.sh
new file mode 100755
index 0000000000000..587092befaaf1
--- /dev/null
+++ b/python/manylinux201x/build_arrow_static.sh
@@ -0,0 +1,90 @@
+#!/bin/bash
+#
+# 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.
+#
+# Build upon the scripts in https://github.com/matthew-brett/manylinux-builds
+# * Copyright (c) 2013-2019, Matt Terry and Matthew Brett (BSD 2-clause)
+#
+# Usage:
+#   either build:
+#     $ docker-compose build centos-python-manylinux2010
+#   or pull:
+#     $ docker-compose pull centos-python-manylinux2010
+#   and then run:
+#     $ docker-compose run -e PYTHON_VERSION=3.7 centos-python-manylinux2010
+# Can use either manylinux2010 or manylinux2014
+
+source /multibuild/manylinux_utils.sh
+
+# Quit on failure
+set -e
+
+# Print commands for debugging
+# set -x
+
+cd /arrow/python
+
+export PKG_CONFIG_PATH=/usr/lib/pkgconfig:/arrow-dist/lib/pkgconfig
+
+# Ensure the target directory exists
+mkdir -p /io/dist
+
+ARROW_BUILD_DIR=/io/dist
+mkdir -p "${ARROW_BUILD_DIR}"
+pushd "${ARROW_BUILD_DIR}"
+CC=gcc CXX=g++ cmake -DCMAKE_BUILD_TYPE=Release \
+    -DARROW_DEPENDENCY_SOURCE=BUNDLED \
+    -DZLIB_ROOT=/usr/local \
+    -DCMAKE_INSTALL_PREFIX=/io/dist \
+    -DCMAKE_INSTALL_LIBDIR=lib \
+    -DARROW_BUILD_TESTS=OFF \
+    -DARROW_BUILD_SHARED=OFF \
+    -DARROW_BUILD_STATIC=ON \
+    -DARROW_BOOST_USE_SHARED=OFF \
+    -DARROW_GANDIVA_PC_CXX_FLAGS="-isystem;/opt/rh/devtoolset-8/root/usr/include/c++/8/;-isystem;/opt/rh/devtoolset-8/root/usr/include/c++/8/x86_64-redhat-linux/" \
+    -DARROW_JEMALLOC=ON \
+    -DARROW_RPATH_ORIGIN=ON \
+    -DARROW_PYTHON=OFF \
+    -DARROW_COMPUTE=ON \
+    -DARROW_CSV=ON \
+    -DARROW_FILESYSTEM=ON \
+    -DARROW_JSON=ON \
+    -DARROW_PARQUET=ON \
+    -DARROW_DATASET=ON \
+    -DARROW_PLASMA=OFF \
+    -DARROW_TENSORFLOW=OFF \
+    -DARROW_ORC=OFF \
+    -DARROW_WITH_BZ2=ON \
+    -DARROW_WITH_ZLIB=ON \
+    -DARROW_WITH_ZSTD=ON \
+    -DARROW_WITH_LZ4=ON \
+    -DARROW_WITH_SNAPPY=ON \
+    -DARROW_WITH_BROTLI=ON \
+    -DARROW_FLIGHT=OFF \
+    -DARROW_GANDIVA=OFF \
+    -DARROW_GANDIVA_JAVA=OFF \
+    -DBoost_NAMESPACE=arrow_boost \
+    -DBOOST_ROOT=/arrow_boost_dist \
+    -DOPENSSL_USE_STATIC_LIBS=ON \
+    -GNinja /arrow/cpp
+ninja -v install
+
+# Copy the bundled static libs from the build to the install dir
+find . -regex .*/lib/.*\\.a\$ | xargs -I{} cp {} ./lib
+
+popd
diff --git a/r/configure b/r/configure
index 003e1fb43ac48..41294fdec7db6 100755
--- a/r/configure
+++ b/r/configure
@@ -33,6 +33,11 @@ PKG_BREW_NAME="apache-arrow"
 PKG_TEST_HEADER="<arrow/api.h>"
 PKG_LIBS="-larrow -lparquet -larrow_dataset"
 
+# Temporarily put here
+if [ "$LIBARROW_BINARY" ]; then
+  PKG_LIBS="$PKG_LIBS -lthrift -lsnappy -lz -lzstd -llz4 -lbrotlidec-static -lbrotlienc-static -lbrotlicommon-static -lboost_filesystem -lboost_regex -lboost_system -ljemalloc_pic"
+fi
+
 # generate code
 if [ "$ARROW_R_DEV" = "TRUE" ]; then
   echo "*** Generating code with data-raw/codegen.R"