diff --git a/tools/dockerfile/grpc_artifact_python_manylinux2014_aarch64.current_version b/tools/dockerfile/grpc_artifact_python_manylinux2014_aarch64.current_version
index eb794ee58b5..0e79fda49d6 100644
--- a/tools/dockerfile/grpc_artifact_python_manylinux2014_aarch64.current_version
+++ b/tools/dockerfile/grpc_artifact_python_manylinux2014_aarch64.current_version
@@ -1 +1 @@
-us-docker.pkg.dev/grpc-testing/testing-images-public/grpc_artifact_python_manylinux2014_aarch64:664dcb74d271052b45a3f6b0bacc8fb215f294f1@sha256:35470bd34b7ad6c05c397495c4d537400f78c82256d7c7e79b25d9f5ab651c8c
\ No newline at end of file
+us-docker.pkg.dev/grpc-testing/testing-images-public/grpc_artifact_python_manylinux2014_aarch64:8f31a9a0d9098577fa01bacbfc2940e7894fa0bd@sha256:9ea49947ec64337cdd40086912b59ace394179f87cf42531a077c5e5b86c1fe0
\ No newline at end of file
diff --git a/tools/dockerfile/grpc_artifact_python_manylinux2014_aarch64/Dockerfile b/tools/dockerfile/grpc_artifact_python_manylinux2014_aarch64/Dockerfile
index d249c03c38d..f1648cd1bf8 100644
--- a/tools/dockerfile/grpc_artifact_python_manylinux2014_aarch64/Dockerfile
+++ b/tools/dockerfile/grpc_artifact_python_manylinux2014_aarch64/Dockerfile
@@ -12,7 +12,7 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-FROM dockcross/manylinux2014-aarch64:20210826-19322ba
+FROM dockcross/manylinux2014-aarch64:20230202-a61e35f
 
 # manylinux_2_17 is the preferred alias of manylinux2014
 ENV AUDITWHEEL_PLAT manylinux_2_17_$AUDITWHEEL_ARCH
@@ -24,13 +24,14 @@ RUN /opt/python/cp37-cp37m/bin/pip install --upgrade cython
 RUN /opt/python/cp38-cp38/bin/pip install --upgrade cython
 RUN /opt/python/cp39-cp39/bin/pip install --upgrade cython
 RUN /opt/python/cp310-cp310/bin/pip install --upgrade cython
+RUN /opt/python/cp311-cp311/bin/pip install --upgrade cython
 
 #=================
 # Install ccache
 
 # Install ccache from source since ccache 3.x packaged with most linux distributions
 # does not support Redis backend for caching.
-RUN unset CMAKE_TOOLCHAIN_FILE && unset AS AR CC CPP CXX LD \
+RUN unset CMAKE_TOOLCHAIN_FILE && unset AS AR CC CPP CXX LD STRIP OBJCOPY \
     && curl -sSL -o ccache.tar.gz https://github.com/ccache/ccache/releases/download/v4.5.1/ccache-4.5.1.tar.gz \
     && tar -zxf ccache.tar.gz \
     && cd ccache-4.5.1 \
@@ -40,14 +41,4 @@ RUN unset CMAKE_TOOLCHAIN_FILE && unset AS AR CC CPP CXX LD \
     && cd ../.. \
     && rm -rf ccache-4.5.1 ccache.tar.gz
 
-# the dockcross docker image sets variables like CC, CXX etc.
-# to point to the crosscompilation toolchain, but doesn't set corresponding
-# variables for the "strip" and "objcopy" tools.
-# see https://github.com/dockcross/dockcross/blob/4349cb4999401cbf22a90f46f5052d29be240e50/manylinux2014-aarch64/Dockerfile.in#L23
-ENV STRIP=${CROSS_ROOT}/bin/${CROSS_TRIPLE}-strip \
-    OBJCOPY=${CROSS_ROOT}/bin/${CROSS_TRIPLE}-objcopy
-
-# The dockcross base of this image sets CC and CXX to absolute paths, which makes it impossible to redirect their invocations
-# to ccache via a symlink. Use relative paths instead.
-ENV CC ${CROSS_TRIPLE}-gcc
-ENV CXX ${CROSS_TRIPLE}-g++
+RUN git config --global --add safe.directory /var/local/jenkins/grpc
diff --git a/tools/run_tests/artifacts/artifact_targets.py b/tools/run_tests/artifacts/artifact_targets.py
index a9108ff8580..15db34a2d5d 100644
--- a/tools/run_tests/artifacts/artifact_targets.py
+++ b/tools/run_tests/artifacts/artifact_targets.py
@@ -161,6 +161,9 @@ class PythonArtifact:
             environ['GRPC_SKIP_PIP_CYTHON_UPGRADE'] = 'TRUE'
             if self.arch == 'aarch64':
                 environ['GRPC_SKIP_TWINE_CHECK'] = 'TRUE'
+                # As we won't strip the binary with auditwheel (see below), strip
+                # it at link time.
+                environ['LDFLAGS'] = '-s'
             else:
                 # only run auditwheel if we're not crosscompiling
                 environ['GRPC_RUN_AUDITWHEEL_REPAIR'] = 'TRUE'
@@ -366,7 +369,7 @@ def targets():
         PythonArtifact('manylinux2014', 'aarch64', 'cp38-cp38', presubmit=True),
         PythonArtifact('manylinux2014', 'aarch64', 'cp39-cp39'),
         PythonArtifact('manylinux2014', 'aarch64', 'cp310-cp310'),
-        # TODO(https://github.com/grpc/grpc/issues/30927): Support aarch64 with 3.11. Blocked on dockcross support.
+        PythonArtifact('manylinux2014', 'aarch64', 'cp311-cp311'),
         PythonArtifact('linux_extra', 'armv7', 'cp37-cp37m', presubmit=True),
         PythonArtifact('linux_extra', 'armv7', 'cp38-cp38'),
         PythonArtifact('linux_extra', 'armv7', 'cp39-cp39'),