diff --git a/scripts/greptime.sh b/scripts/greptime.sh
new file mode 100755
index 0000000000..6f3cf2c699
--- /dev/null
+++ b/scripts/greptime.sh
@@ -0,0 +1,91 @@
+#!/bin/bash
+
+# This script configures the environment to run 'greptime' with the required Python version
+
+# This script should be compatible both in Linux and macOS
+OS_TYPE="$(uname)"
+readonly OS_TYPE
+
+check_command_existence() {
+    command -v "$1" &> /dev/null
+}
+
+get_python_version() {
+    case "$OS_TYPE" in
+        Darwin)
+            otool -L greptime | grep -o 'Python.framework/Versions/3.[0-9]+/Python' | grep -o '3.[0-9]+'
+            ;;
+        Linux)
+            ldd greptime | grep -o 'libpython[0-9]\.[0-9]+' | grep -o '[0-9]\.[0-9]+'
+            ;;
+    esac
+}
+
+setup_virtualenv() {
+    local req_py_version="$1"
+    local env_name="GreptimeTmpVenv$req_py_version"
+    virtualenv --python=python"$req_py_version" "$env_name"
+    source "$env_name/bin/activate"
+}
+
+setup_conda_env() {
+    local req_py_version="$1"
+    local conda_base
+    conda_base=$(conda info --base) || { echo "Error obtaining conda base directory"; exit 1; }
+    . "$conda_base/etc/profile.d/conda.sh"
+
+    if ! conda list --name "GreptimeTmpPyO3Env$req_py_version" &> /dev/null; then
+        conda create --yes --name "GreptimeTmpPyO3Env$req_py_version" python="$req_py_version"
+    fi
+
+    conda activate "GreptimeTmpPyO3Env$req_py_version"
+}
+
+# Set library path and pass all arguments to greptime to run it
+execute_greptime() {
+    if [[ "$OS_TYPE" == "Darwin" ]]; then
+        DYLD_LIBRARY_PATH="${CONDA_PREFIX:-$PREFIX}/lib:${LD_LIBRARY_PATH:-}" ./greptime "$@"
+    elif [[ "$OS_TYPE" == "Linux" ]]; then
+        LD_LIBRARY_PATH="${CONDA_PREFIX:-$PREFIX}/lib:${LD_LIBRARY_PATH:-}" ./greptime "$@"
+    fi
+}
+
+main() {
+    local req_py_version
+    req_py_version=$(get_python_version)
+    readonly req_py_version
+
+    if [[ -z "$req_py_version" ]]; then
+        if ./greptime --version &> /dev/null; then
+            ./greptime "$@"
+        else
+            echo "The 'greptime' binary is not valid or encountered an error."
+            exit 1
+        fi
+        return
+    fi
+
+    echo "The required version of Python shared library is $req_py_version"
+
+    echo "Now this script will try to install or find correct Python Version"
+    echo "Do you want to continue? (yes/no): "
+    read -r yn
+    case $yn in
+        [Yy]* ) ;;
+        [Nn]* ) exit;;
+        * ) echo "Please answer yes or no.";;
+    esac
+
+    if check_command_existence "virtualenv"; then
+        setup_virtualenv "$req_py_version"
+    elif check_command_existence "conda"; then
+        setup_conda_env "$req_py_version"
+    else
+        echo "Neither virtualenv nor conda is available."
+        exit 1
+    fi
+
+    execute_greptime "$@"
+}
+
+main "$@"
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