diff --git a/docker/manylinux2014/build/install_boost.sh b/docker/manylinux2014/build/install_boost.sh
index 107681bf38ac0505475520b367a9d30f6604d7f3..991e12ba09f9a576bc02935de9b0276d6163b92d 100755
--- a/docker/manylinux2014/build/install_boost.sh
+++ b/docker/manylinux2014/build/install_boost.sh
@@ -6,5 +6,5 @@ tar --bzip2 -xf boost_1_74_0.tar.bz2
 cd boost_1_74_0
 ./bootstrap.sh --prefix=/usr/local
 cp ../project-config.jam .
-./b2 install link=shared python=2.7,3.5,3.6,3.7,3.8,3.9 -j"$(nproc)"
+./b2 install link=shared python=3.7 -j"$(nproc)"
 rm -rf /build
diff --git a/docker/manylinux2014/build/project-config.jam b/docker/manylinux2014/build/project-config.jam
index ff9e0bbb5063e6175ab01854193d4535f34ffa65..a9bd8795582f81166e09947a9d50770f9ed96c70 100644
--- a/docker/manylinux2014/build/project-config.jam
+++ b/docker/manylinux2014/build/project-config.jam
@@ -18,12 +18,7 @@ project : default-build <toolset>gcc ;
 import python ;
 if ! [ python.configured ]
 {
-    using python : 2.7 : /usr/bin/python : /usr/include/python2.7 : /usr/lib ;
-    using python : 3.5 : /opt/python/cp35-cp35m/bin/python : /opt/python/cp35-cp35m/include/python3.5m : /opt/python/cp35-cp35m/lib ;
-    using python : 3.6 : /opt/python/cp36-cp36m/bin/python : /opt/python/cp36-cp36m/include/python3.6m : /opt/python/cp36-cp36m/lib ;
     using python : 3.7 : /opt/python/cp37-cp37m/bin/python : /opt/python/cp37-cp37m/include/python3.7m : /opt/python/cp37-cp37m/lib ;
-    using python : 3.8 : /opt/python/cp38-cp38/bin/python : /opt/python/cp38-cp38/include/python3.8 : /opt/python/cp38-cp38/lib ;
-    using python : 3.9 : /opt/python/cp39-cp39/bin/python : /opt/python/cp39-cp39/include/python3.9 : /opt/python/cp39-cp39/lib ;
 }
 
 # List of --with-<library> and --without-<library>
diff --git a/docker/manylinux2014/build/setup_python.sh b/docker/manylinux2014/build/setup_python.sh
index f0e48959715867986fb166d8f11b362e329d241f..622fb03f1840e40870cf2c6e5ffff1e87f59bfa7 100755
--- a/docker/manylinux2014/build/setup_python.sh
+++ b/docker/manylinux2014/build/setup_python.sh
@@ -1,21 +1,13 @@
 #!/bin/bash -eux
 
-# Install cmake, ninja and wheel
-PY39_BIN=/opt/python/cp39-cp39/bin
-$PY39_BIN/pip install cmake ninja wheel
-ln -s $PY39_BIN/cmake /usr/bin/
-ln -s $PY39_BIN/ninja /usr/bin/
-ln -s $PY39_BIN/wheel /usr/bin/
+rm /opt/python/{cp35-cp35m,cp36-cp36m,cp38-cp38,cp39-cp39}
 
-# Setup python 2.7
-yum -y install python-pip
-PY27_BIN=/opt/python/cp27-cp27mu/bin
-mkdir -p $PY27_BIN
-ln -s /usr/bin/python $PY27_BIN/
-ln -s /usr/bin/pip $PY27_BIN/
-touch $PY27_BIN/python2.7
-pip2 install --upgrade pip
-pip2 install scikit-build --user
+# Install cmake, ninja and wheel
+PY37_BIN=/opt/python/cp37-cp37m/bin
+$PY37_BIN/pip install cmake ninja wheel
+ln -s $PY37_BIN/cmake /usr/bin/
+ln -s $PY37_BIN/ninja /usr/bin/
+ln -s $PY37_BIN/wheel /usr/bin/
 
 # Upgrade pip and install scikit-build
 for PYBIN in /opt/python/*/bin; do