diff --git a/.github/workflows/release.yml b/.github/workflows/release.yml
index d2e9a3b149..2a7f8fcba9 100644
--- a/.github/workflows/release.yml
+++ b/.github/workflows/release.yml
@@ -96,7 +96,15 @@ jobs:
         if: contains(matrix.arch, 'linux') && endsWith(matrix.arch, '-gnu')
         run: |
           sudo apt-get -y update
-          sudo apt-get -y install libssl-dev pkg-config g++-aarch64-linux-gnu gcc-aarch64-linux-gnu
+          sudo apt-get -y install libssl-dev pkg-config g++-aarch64-linux-gnu gcc-aarch64-linux-gnu binutils-aarch64-linux-gnu wget
+
+      - name: Compile Python 3.10.10 from source for Aarch64
+        if: contains(matrix.arch, 'aarch64-unknown-linux-gnu')
+        run: |
+          sudo chmod +x ./docker/aarch64/compile-python.sh
+          sudo ./docker/aarch64/compile-python.sh
+          export PYO3_CROSS_LIB_DIR=${PWD}/python310-aarch64/lib
+          echo $PYO3_CROSS_LIB_DIR
 
       - name: Install rust toolchain
         uses: dtolnay/rust-toolchain@master
diff --git a/docker/aarch64/Dockerfile b/docker/aarch64/Dockerfile
new file mode 100644
index 0000000000..1510045f86
--- /dev/null
+++ b/docker/aarch64/Dockerfile
@@ -0,0 +1,50 @@
+FROM ubuntu:22.04 as builder
+
+ENV LANG en_US.utf8
+WORKDIR /greptimedb
+
+# Install dependencies.
+RUN apt-get update && apt-get install -y \
+    libssl-dev \
+    protobuf-compiler \
+    curl \
+    build-essential \
+    pkg-config \
+    wget
+
+# Install Rust.
+SHELL ["/bin/bash", "-c"]
+RUN curl --proto '=https' --tlsv1.2 -sSf https://sh.rustup.rs | sh -s -- --no-modify-path --default-toolchain none -y
+ENV PATH /root/.cargo/bin/:$PATH
+
+# Install cross platform toolchain
+RUN apt-get -y update && \
+    apt-get -y install g++-aarch64-linux-gnu gcc-aarch64-linux-gnu && \
+    apt-get install binutils-aarch64-linux-gnu
+
+COPY . .
+# This three env var is set in script, so I set it manually in dockerfile.
+ENV LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib/
+ENV LIBRARY_PATH=$LIBRARY_PATH:/usr/local/lib/
+ENV PY_INSTALL_PATH=${PWD}/python_arm64_build
+RUN chmod +x ./docker/aarch64/compile-python.sh && \
+    ./docker/aarch64/compile-python.sh
+# Install rustup target for cross compiling.
+RUN rustup target add aarch64-unknown-linux-gnu
+# Set the environment variable for cross compiling and compile it
+# Build the project in release mode. Set Net fetch with git cli to true to avoid git error.
+RUN export PYO3_CROSS_LIB_DIR=$PY_INSTALL_PATH/lib && \ 
+    alias python=python3 && \
+    CARGO_NET_GIT_FETCH_WITH_CLI=1 && \
+    cargo build --target aarch64-unknown-linux-gnu --release -F pyo3_backend
+
+# Exporting the binary to the clean image
+FROM ubuntu:22.04 as base
+
+RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get -y install ca-certificates
+
+WORKDIR /greptime
+COPY --from=builder /greptimedb/target/aarch64-unknown-linux-gnu/release/greptime /greptime/bin/
+ENV PATH /greptime/bin/:$PATH
+
+ENTRYPOINT ["greptime"]
diff --git a/docker/aarch64/compile-python.sh b/docker/aarch64/compile-python.sh
new file mode 100644
index 0000000000..62bdbca3ca
--- /dev/null
+++ b/docker/aarch64/compile-python.sh
@@ -0,0 +1,46 @@
+# this script will download Python source code, compile it, and install it to /usr/local/lib
+# then use this python to compile cross-compiled python for aarch64
+
+wget https://www.python.org/ftp/python/3.10.10/Python-3.10.10.tgz
+tar -xvf Python-3.10.10.tgz
+cd Python-3.10.10
+# explain Python compile options here a bit:s
+# --enable-shared: enable building a shared Python library (default is no) but we do need it for calling from rust
+# CC, CXX, AR, LD, RANLIB: set the compiler, archiver, linker, and ranlib programs to use
+# build: the machine you are building on, host: the machine you will run the compiled program on
+# --with-system-ffi: build _ctypes module using an installed ffi library, see Doc/library/ctypes.rst, not used in here TODO: could remove
+# ac_cv_pthread_is_default=no ac_cv_pthread=yes ac_cv_cxx_thread=yes:
+# allow cross-compiled python to have -pthread set for CXX, see https://github.com/python/cpython/pull/22525
+# ac_cv_have_long_long_format=yes: target platform supports long long type
+# disable-ipv6: disable ipv6 support, we don't need it in here
+# ac_cv_file__dev_ptmx=no ac_cv_file__dev_ptc=no: disable pty support, we don't need it in here
+
+# Build local python first, then build cross-compiled python.
+./configure \
+--enable-shared \
+ac_cv_pthread_is_default=no ac_cv_pthread=yes ac_cv_cxx_thread=yes \
+ac_cv_have_long_long_format=yes \
+--disable-ipv6 ac_cv_file__dev_ptmx=no ac_cv_file__dev_ptc=no && \
+make
+make install
+cd ..
+export LD_LIBRARY_PATH=$LD_LIBRARY_PATH:/usr/local/lib/
+export LIBRARY_PATH=$LIBRARY_PATH:/usr/local/lib/
+export PY_INSTALL_PATH=${PWD}/python_arm64_build
+cd Python-3.10.10 && \
+make clean && \
+make distclean && \
+alias python=python3 && \
+./configure --build=x86_64-linux-gnu --host=aarch64-linux-gnu \
+--prefix=$PY_INSTALL_PATH --enable-optimizations \
+CC=aarch64-linux-gnu-gcc \
+CXX=aarch64-linux-gnu-g++ \
+AR=aarch64-linux-gnu-ar \
+LD=aarch64-linux-gnu-ld \
+RANLIB=aarch64-linux-gnu-ranlib \
+--enable-shared \
+ac_cv_pthread_is_default=no ac_cv_pthread=yes ac_cv_cxx_thread=yes \
+ac_cv_have_long_long_format=yes \
+--disable-ipv6 ac_cv_file__dev_ptmx=no ac_cv_file__dev_ptc=no && \
+make && make altinstall && \
+cd ..