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Submit a PR that bumps the version number in setup.py and adds release notes in CHANGES.md
In a local clone of the repo, check out the merge commit for that PR.
Run ./bootstrap.sh to make sure you have the necessary tools installed. (note that this installs into ~/envs/cockroachdb-python)
Activate the virtual environment with source ~/envs/cockroach-python/bin/activate
Run python setup.py sdist
Test the release in a temporary virtualenv: virtualenv /tmp/testenv; /tmp/testenv/bin/pip install dist/cockroachdb-$VERSION.tar.gz (TODO: exercise the package installation in CI so this manual step isn't necessary)
Run twine upload dist/cockroachdb-$VERSION.tar.gz. This will prompt for your pypi.org password (unless you have added it to a .pypirc file)