This tutorial shows how to prepare your local machine for Python development, including developing Python apps that run on Google Cloud.
If you already have a development environment set up, see Python and Google Cloud to get an overview of how to run Python apps on Google Cloud.
Objectives
- Install a supported version of Python compatible with Google Cloud.
- Use
venv
to isolate dependencies. - Install an editor (optional).
- Install the Google Cloud CLI (optional).
- Install the Cloud Client Libraries for Python (optional).
- Install other useful tools.
- Set up authentication (optional).
Installing Python
Python's installation instructions vary by operating system. Follow the guide for the operating system you're running in your development environment, macOS, Windows, or Linux.
macOS
macOS includes a version of Python by default and uses it for its own purposes. To avoid interfering with macOS, we recommend creating a separate development environment and installing a supported version of Python for Google Cloud. To install Python, use homebrew.
To use homebrew to install Python packages, you need a compiler, which you can get by installing Xcode's command-line tools.
xcode-select --install
Install homebrew by following the instructions on the homebrew homepage, and then use homebrew to install Python as follows:
brew install pyenv pyenv install PYTHON_VERSION
Python version number should be in the format of
x.y
. For example:pyenv install 3.12
After the installations are complete, verify that Python 3 is available as
python
andpython3
, and thatpip
is also installed.To verify that Python is available, run the following command:
python3 --version
The output shows the version. You can learn about Python homebrew on the Homebrew Python Formulae page, and then check your version.
To verify that
pip3
is available, run the following command:pip3 --version
If installed, the output shows the
pip3
version. For more about the latest version ofpip3
, see thepip
Release Notes.If the preceding command does not show the
pip3
version, make sure thatpip3
is installed correctly. Ifpip3
is installed but not working, upgrade to the latest version using the following command:python -m pip install --upgrade pip
Homebrew installs the latest versions of Python available on your platform. The version numbers in the outputs might be different from the latest official releases of Python.
Windows
To install Python in a Windows environment, download the installer for the version of Python you need from the Python website. For more information, see the supported versions of Python for Google Cloud.
To access your version of Python, use Python launcher for Windows.
To start the version of Python you installed, run the following command:
py
To start the version of Python 3 you installed, run the following command:
py -3
To verify the version of
pip
that is available, run the following command:py -m pip --version
The output shows the version from
C:\users\[USERNAME]\appdata\local\programs\python\python38-32\lib\site-packages
.You can learn about the latest version of
pip
in thepip
Release Notes.
Linux
Most Linux distributions include recent versions of Python.
To install Python in a Linux environment, install the appropriate packages for your distribution. For Debian and Ubuntu, these packages are python3, python3-dev, python3-venv, and python3-pip,
Install these packages using the following commands:
sudo apt update sudo apt install python3 python3-dev python3-venv python3-pip
After the installations are complete, verify that you have
pip
installed:pip3 --version
You can learn about the latest version of
pip
in the pip Release Notes.
Using venv to isolate dependencies
venv
is a tool that creates isolated Python environments. These isolated environments
can have separate versions of Python packages, which lets you
isolate one project's dependencies from the dependencies of other projects. We
recommend that you always use a per-project virtual environment when developing
locally with Python.
Use the
venv
command to create a virtual copy of the entire Python installation. This tutorial creates a virtual copy in a folder namedenv
, but you can specify any name for the folder.macOS
cd your-project python -m venv env
Windows
cd your-project py -m venv env
Linux
cd your-project python3 -m venv env
Set your shell to use the
venv
paths for Python by activating the virtual environment:macOS
source env/bin/activate
Windows
.\env\Scripts\activate
Linux
source env/bin/activate
Now you can install packages without affecting other projects or your global Python installation:
pip install google-cloud-storage
If you want to stop using the virtual environment and go back to your global Python, you can deactivate it:
deactivate
You can read more about venv
in the
venv
docs.
Installing an editor
To develop Python apps, you need an editor. Here are a few of the more popular editors (in no particular order):
- Visual Studio Code by Microsoft
- Sublime Text by Jon Skinner
- PyCharm by JetBrains
Installing the Cloud Client Libraries for Python
The Cloud Client Libraries for Python is how Python developers integrate with Google Cloud services like Datastore and Cloud Storage. To install the package for an individual API like Cloud Storage, use a command similar to the following:
pip install --upgrade google-cloud-storage
Installing the gcloud CLI
The gcloud CLI
is a set of command-line tools for Google Cloud. It contains gcloud
and
bq
, which you can use to access Compute Engine, Cloud Storage,
BigQuery, and other products and services from the command line. You
can run these tools interactively or in your automated scripts.
Set up authentication
To use the client library, you must first set up authentication.
If you're using a local shell, then create local authentication credentials for your user account:
gcloud auth application-default login
You don't need to do this if you're using Cloud Shell.
For more information, see Authenticate for using client libraries.
What's next
- Learn more about Python on Google Cloud.
- Deploy a Python service to Cloud Run.
- Understand Authentication methods at Google.
- Browse the documentation for Google Cloud products.