diff --git a/.github/workflows/main.yml b/.github/workflows/main.yml
index 9e834fe..74b5786 100644
--- a/.github/workflows/main.yml
+++ b/.github/workflows/main.yml
@@ -45,7 +45,7 @@ jobs:
     runs-on: macos-10.15
     strategy:
       matrix:
-        python-version: [ 3.5, 3.6, 3.7, 3.8, 3.9.0 ]
+        python-version: [ 3.6, 3.7, 3.8, 3.9, 3.10, 3.11 ]
     name: Mac build for Python ${{ matrix.python-version }}
     steps:
       - uses: actions/checkout@v2
diff --git a/Dockerfile b/Dockerfile
index 9b3fada..9d67f1d 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,14 +1,12 @@
-FROM quay.io/pypa/manylinux2014_x86_64
+FROM quay.io/pypa/manylinux_2_28_x86_64
 
 ARG BAZEL_VERSION
 
 ENV USE_BAZEL_VERSION=$BAZEL_VERSION
 
-RUN yum install npm git python-devel python2-pip python3-pip gdb -y -q && \
+RUN yum install npm git python3-pip gdb -y -q && \
     npm install -g npm@9.2.0 \
     npm install -g @bazel/bazelisk && \
-    python -m pip install --upgrade "pip < 21.0" --user && \
-    python -m pip install wheel --user && \
     python3 -m pip install --upgrade "pip < 21.0" --user && \
     python3 -m pip install wheel --user
 
diff --git a/WORKSPACE b/WORKSPACE
index 87a6a27..f46514f 100644
--- a/WORKSPACE
+++ b/WORKSPACE
@@ -35,9 +35,9 @@ http_archive(
 http_archive(
     name = "pybind11",
     build_file = "@pybind11_bazel//:pybind11.BUILD",
-    sha256 = "c6160321dc98e6e1184cc791fbeadd2907bb4a0ce0e447f2ea4ff8ab56550913",
-    strip_prefix = "pybind11-2.9.1",
-    urls = ["https://github.com/pybind/pybind11/archive/v2.9.1.tar.gz"],
+    sha256 = "d475978da0cdc2d43b73f30910786759d593a9d8ee05b1b6846d1eb16c6d2e0c",
+    strip_prefix = "pybind11-2.11.1",
+    urls = ["https://github.com/pybind/pybind11/archive/v2.11.1.tar.gz"],
 )
 
 load("@pybind11_bazel//:python_configure.bzl", "python_configure")
diff --git a/pip_package/build.sh b/pip_package/build.sh
index a273121..9f8bcb4 100755
--- a/pip_package/build.sh
+++ b/pip_package/build.sh
@@ -17,7 +17,7 @@ function build() {
   # Build wheel
   cp /tmp/embag/bazel-bin/python/libembag.so /tmp/pip_build/embag
   (cd /tmp/pip_build && "$PYTHON_PATH" setup.py bdist_wheel &&
-    auditwheel repair /tmp/pip_build/dist/embag*.whl --plat manylinux2014_x86_64 &&
+    auditwheel repair /tmp/pip_build/dist/embag*.whl --plat manylinux_2_28_x86_64 &&
     "$PYTHON_PATH" -m pip install wheelhouse/embag*.whl --user &&
     "$PYTHON_PATH" -c 'import embag; embag.View(); print("Successfully loaded embag!")' &&
     cp wheelhouse/* /tmp/out &&
@@ -25,15 +25,14 @@ function build() {
     rm -rf build dist)
 }
 
-# Build embag for Python 2 (soon to be deprecated)
-build "/usr/bin" 2
-
 # Build embag for various version of Python 3
 for version in \
   cp36-cp36m \
   cp37-cp37m \
   cp38-cp38 \
-  cp39-cp39; do
+  cp39-cp39 \
+  cp310-cp310 \
+  cp311-cp311; do
   # Link the correct version of python
   ln -sf /opt/python/$version/bin/python /usr/bin/python3
 
diff --git a/pip_package/setup.py b/pip_package/setup.py
index fc119be..7907e7e 100644
--- a/pip_package/setup.py
+++ b/pip_package/setup.py
@@ -59,13 +59,12 @@ def finalize_options(self):
         'License :: OSI Approved :: MIT License',
         'Operating System :: POSIX',
         'Operating System :: MacOS',
-        'Programming Language :: Python :: 2',
-        'Programming Language :: Python :: 2.7',
         'Programming Language :: Python :: 3',
-        'Programming Language :: Python :: 3.5',
         'Programming Language :: Python :: 3.6',
         'Programming Language :: Python :: 3.7',
         'Programming Language :: Python :: 3.8',
         'Programming Language :: Python :: 3.9',
+        'Programming Language :: Python :: 3.10',
+        'Programming Language :: Python :: 3.11',
     ],
 )