Table of contents


Provider Packages

The prerequisites to release Apache Airflow are described in README.md.

You can read more about the command line tools used to generate the packages and the two types of packages we have (Backport and Regular Provider Packages) in Provider packages.

Decide when to release

You can release provider packages separately from the main Airflow on an ad-hoc basis, whenever we find that a given provider needs to be released - due to new features or due to bug fixes. You can release each provider package separately, but due to voting and release overhead we try to group releases of provider packages together.

Backport provider packages versioning

We are using the CALVER versioning scheme for the backport packages. We also have an automated way to prepare and build the packages, so it should be very easy to release the packages often and separately. Backport packages will be maintained for three months after 2.0.0 version of Airflow, and it is really a bridge, allowing people to migrate to Airflow 2.0 in stages, so the overhead of maintaining semver versioning does not apply there - subsequent releases might be backward-incompatible, and it is not indicated by the version of the packages.

Regular provider packages versioning

We are using the SEMVER versioning scheme for the regular packages. This is in order to give the users confidence about maintaining backwards compatibility in the new releases of those packages.

Details about maintaining the SEMVER version are going to be discussed and implemented in the related issue

Prepare Backport Provider Packages (RC)

Generate release notes

Prepare release notes for all the packages you plan to release. Where YYYY.MM.DD is the CALVER date for the packages.

./breeze --backports prepare-provider-readme YYYY.MM.DD [packages]

If you iterate with merges and release candidates you can update the release date without providing the date (to update the existing release notes)

./breeze --backports prepare-provider-readme google

Generated readme files should be eventually committed to the repository.

Build an RC release for SVN apache upload

The Release Candidate artifacts we vote upon should be the exact ones we vote against, without any modification than renaming i.e. the contents of the files must be the same between voted release candidate and final release. Because of this the version in the built artifacts that will become the official Apache releases must not include the rcN suffix. They also need to be signed and have checksum files. You can generate the checksum/signature files by running the “dev/sign.sh” script (assuming you have the right PGP key set-up for signing). The script generates corresponding .asc and .sha512 files for each file to sign.

Build and sign the source and convenience packages

  • Set environment variables (version and root of airflow repo)
export VERSION=2020.5.20rc2
export AIRFLOW_REPO_ROOT=$(pwd)

  • Build the source package:
${AIRFLOW_REPO_ROOT}/dev/provider_packages/build_source_package.sh --backports

It will generate apache-airflow-backport-providers-${VERSION}-source.tar.gz

  • Generate the packages - since we are preparing packages for SVN repo, we should use the right switch. Note that this will clean up dist folder before generating the packages, so it will only contain the packages you intended to build.
./breeze --backports prepare-provider-packages --package-format both --version-suffix-for-svn rc1

if you ony build few packages, run:

./breeze --backports prepare-provider-packages --package-format both --version-suffix-for-svn rc1 PACKAGE PACKAGE ....
  • Move the source tarball to dist folder
mv apache-airflow-backport-providers-${VERSION}-source.tar.gz dist
  • Sign all your packages
pushd dist
../dev/sign.sh *
popd
  • Push tags to Apache repository (assuming that you have apache remote pointing to apache/airflow repo)]
git push apache backport-providers-${VERSION}

Commit the source packages to Apache SVN repo

  • Push the artifacts to ASF dev dist repo
# First clone the repo if you do not have it
svn checkout https://dist.apache.org/repos/dist/dev/airflow airflow-dev

# update the repo in case you have it already
cd airflow-dev
svn update

# Create a new folder for the release.
cd airflow-dev/backport-providers
svn mkdir ${VERSION}

# Move the artifacts to svn folder
mv ${AIRFLOW_REPO_ROOT}/dist/* ${VERSION}/

# Add and commit
svn add ${VERSION}/*
svn commit -m "Add artifacts for Airflow ${VERSION}"

cd ${AIRFLOW_REPO_ROOT}

Verify that the files are available at backport-providers

Publish the RC convenience package to PyPI

In order to publish to PyPI you just need to build and release packages. The packages should however contain the rcN suffix in the version name as well, so you need to use --version-suffix-for-pypi switch to prepare those packages. Note that these are different packages than the ones used for SVN upload though they should be generated from the same sources.

  • Generate the packages with the right RC version (specify the version suffix with PyPI switch). Note that this will clean up dist folder before generating the packages, so you will only have the right packages there.
./breeze --backports prepare-provider-packages --package-format both --version-suffix-for-pypi rc1

if you ony build few packages, run:

./breeze --backports prepare-provider-packages --package-format both --version-suffix-for-pypi rc1 PACKAGE PACKAGE ....
  • Verify the artifacts that would be uploaded:
twine check dist/*
  • Upload the package to PyPi's test environment:
twine upload -r pypitest dist/*
  • Verify that the test packages look good by downloading it and installing them into a virtual environment. Twine prints the package links as output - separately for each package.

  • Upload the package to PyPi's production environment:

twine upload -r pypi dist/*
  • Copy the list of links to the uploaded packages - they will be useful in preparing VOTE email.

  • Again, confirm that the packages are available under the links printed.

Prepare voting email for Backport Providers release candidate

Make sure the packages are in https://dist.apache.org/repos/dist/dev/airflow/backport-providers/

Send out a vote to the dev@airflow.apache.org mailing list. Here you can prepare text of the email using the ${VERSION} variable you already set in the command line.

subject:

cat <<EOF
[VOTE] Airflow Backport Providers ${VERSION}
EOF
cat <<EOF
Hey all,

I have cut Airflow Backport Providers ${VERSION}. This email is calling a vote on the release,
which will last for 72 hours - which means that it will end on $(date -d '+3 days').

Consider this my (binding) +1.

Airflow Backport Providers ${VERSION} are available at:
https://dist.apache.org/repos/dist/dev/airflow/backport-providers/${VERSION}/

*apache-airflow-backport-providers-${VERSION}-source.tar.gz* is a source release that comes
 with INSTALL instructions.

*apache-airflow-backport-providers-<PROVIDER>-${VERSION}-bin.tar.gz* are the binary
 Python "sdist" release.

The test procedure for PMCs and Contributors who would like to test the RC candidates are described in
https://github.com/apache/airflow/blob/master/dev/README.md#vote-and-verify-the-backport-providers-release-candidate


Public keys are available at:
https://dist.apache.org/repos/dist/release/airflow/KEYS

Please vote accordingly:

[ ] +1 approve
[ ] +0 no opinion
[ ] -1 disapprove with the reason


Only votes from PMC members are binding, but members of the community are
encouraged to test the release and vote with "(non-binding)".

Please note that the version number excludes the 'rcX' string, so it's now
simply ${VERSION%rc?}. This will allow us to rename the artifact without modifying
the artifact checksums when we actually release.

Each of the packages contains detailed changelog. Here is the list of links to
the released packages and changelogs:

<PASTE TWINE UPLOAD LINKS HERE. SORT THEM BEFORE!>

Cheers,
<TODO: Your Name>

EOF

Due to the nature of backport packages, not all packages have to be released as convenience packages in the final release. During the voting process the voting PMCs might decide to exclude certain packages from the release if some critical problems have been found in some packages.

Please modify the message above accordingly to clearly exclude those packages.

Verify the release by PMC members

SVN check

The files should be present in the sub-folder of Airflow dist

The following files should be present (9 files):

  • -source.tar.gz + .asc + .sha512 (one set of files)
  • -bin-tar.gz + .asc + .sha512 (one set of files per provider)
  • -.whl + .asc + .sha512 (one set of files per provider)

As a PMC you should be able to clone the SVN repository:

svn co https://dist.apache.org/repos/dist/dev/airflow/

Or update it if you already checked it out:

svn update .

Licences check

This can be done with the Apache RAT tool.

  • Download the latest jar from https://creadur.apache.org/rat/download_rat.cgi (unpack the sources, the jar is inside)
  • Unpack the -source.tar.gz to a folder
  • Enter the folder and run the check (point to the place where you extracted the .jar)
java -jar ../../apache-rat-0.13/apache-rat-0.13.jar -E .rat-excludes -d .

Signature check

Make sure you have the key of person signed imported in your GPG. You can find the valid keys in KEYS.

You can import the whole KEYS file:

gpg --import KEYS

You can also import the keys individually from a keyserver. The below one uses Kaxil's key and retrieves it from the default GPG keyserver OpenPGP.org:

gpg --receive-keys 12717556040EEF2EEAF1B9C275FCCD0A25FA0E4B

You should choose to import the key when asked.

Note that by being default, the OpenPGP server tends to be overloaded often and might respond with errors or timeouts. Many of the release managers also uploaded their keys to the GNUPG.net keyserver, and you can retrieve it from there.

gpg --keyserver keys.gnupg.net --receive-keys 12717556040EEF2EEAF1B9C275FCCD0A25FA0E4B

Once you have the keys, the signatures can be verified by running this:

for i in *.asc
do
   echo "Checking $i"; gpg --verify $i
done

This should produce results similar to the below. The “Good signature from ...” is indication that the signatures are correct. Do not worry about the “not certified with a trusted signature” warning. Most of the certificates used by release managers are self signed, that's why you get this warning. By importing the server in the previous step and importing it via ID from KEYS page, you know that this is a valid Key already.

Checking apache-airflow-1.10.12rc4-bin.tar.gz.asc
gpg: assuming signed data in 'apache-airflow-1.10.12rc4-bin.tar.gz'
gpg: Signature made sob, 22 sie 2020, 20:28:28 CEST
gpg:                using RSA key 12717556040EEF2EEAF1B9C275FCCD0A25FA0E4B
gpg: Good signature from "Kaxil Naik <kaxilnaik@gmail.com>" [unknown]
gpg: WARNING: This key is not certified with a trusted signature!
gpg:          There is no indication that the signature belongs to the owner.
Primary key fingerprint: 1271 7556 040E EF2E EAF1  B9C2 75FC CD0A 25FA 0E4B
Checking apache_airflow-1.10.12rc4-py2.py3-none-any.whl.asc
gpg: assuming signed data in 'apache_airflow-1.10.12rc4-py2.py3-none-any.whl'
gpg: Signature made sob, 22 sie 2020, 20:28:31 CEST
gpg:                using RSA key 12717556040EEF2EEAF1B9C275FCCD0A25FA0E4B
gpg: Good signature from "Kaxil Naik <kaxilnaik@gmail.com>" [unknown]
gpg: WARNING: This key is not certified with a trusted signature!
gpg:          There is no indication that the signature belongs to the owner.
Primary key fingerprint: 1271 7556 040E EF2E EAF1  B9C2 75FC CD0A 25FA 0E4B
Checking apache-airflow-1.10.12rc4-source.tar.gz.asc
gpg: assuming signed data in 'apache-airflow-1.10.12rc4-source.tar.gz'
gpg: Signature made sob, 22 sie 2020, 20:28:25 CEST
gpg:                using RSA key 12717556040EEF2EEAF1B9C275FCCD0A25FA0E4B
gpg: Good signature from "Kaxil Naik <kaxilnaik@gmail.com>" [unknown]
gpg: WARNING: This key is not certified with a trusted signature!
gpg:          There is no indication that the signature belongs to the owner.
Primary key fingerprint: 1271 7556 040E EF2E EAF1  B9C2 75FC CD0A 25FA 0E4B

SHA512 check

Run this:

for i in *.sha512
do
    echo "Checking $i"; shasum -a 512 `basename $i .sha512 ` | diff - $i
done

You should get output similar to:

Checking apache-airflow-1.10.12rc4-bin.tar.gz.sha512
Checking apache_airflow-1.10.12rc4-py2.py3-none-any.whl.sha512
Checking apache-airflow-1.10.12rc4-source.tar.gz.sha512

Verify by Contributors

This can be done (and we encourage to) by any of the Contributors. In fact, it's best if the actual users of Apache Airflow test it in their own staging/test installations. Each release candidate is available on PyPI apart from SVN packages, so everyone should be able to install the release candidate version of Airflow via simply ( is 1.10.12 for example, and is release candidate number 1,2,3,....).

You can use any of the installation methods you prefer (you can even install it via the binary wheels downloaded from the SVN).

Installing in your local virtualenv

You have to make sure you have Airflow 1.10.* installed in your PIP virtualenv (the version you want to install providers with).

pip install apache-airflow-backport-providers-<provider>==<VERSION>rc<X>

Installing with Breeze

There is also an easy way of installation with Breeze if you have the latest sources of Apache Airflow. Here is a typical scenario.

First copy all the provider packages .whl files to the dist folder.

./breeze start-airflow --install-airflow-version <VERSION>rc<X> \
    --python 3.7 --backend postgres --install-packages-from-dist

For 1.10 releases you can also use --no-rbac-ui flag disable RBAC UI of Airflow:

./breeze start-airflow --install-airflow-version <VERSION>rc<X> \
    --python 3.7 --backend postgres --install-packages-from-dist --no-rbac-ui

Building your own docker image

If you prefer to build your own image, you can also use the official image andipi PyPI packages to test backport packages. This is especially helpful when you want to test integrations, but you need to install additional tools. Below is an example Dockerfile, which installs backport providers for Google and an additional third-party tools:

FROM apache/airflow:1.10.12

RUN pip install --user apache-airflow-backport-providers-google==2020.10.5.rc1

RUN curl https://sdk.cloud.google.com | bash \
    && echo "source /home/airflow/google-cloud-sdk/path.bash.inc" >> /home/airflow/.bashrc \
    && echo "source /home/airflow/google-cloud-sdk/completion.bash.inc" >> /home/airflow/.bashrc

USER 0
RUN KUBECTL_VERSION="$(curl -s https://storage.googleapis.com/kubernetes-release/release/stable.txt)" \
    && KUBECTL_URL="https://storage.googleapis.com/kubernetes-release/release/${KUBECTL_VERSION}/bin/linux/amd64/kubectl" \
    && curl -L "${KUBECTL_URL}" --output /usr/local/bin/kubectl \
    && chmod +x /usr/local/bin/kubectl

USER ${AIRFLOW_UID}

To build an image build and run a shell, run:

docker build . -t my-airflow
docker run  -ti \
    --rm \
    -v "$PWD/data:/opt/airflow/" \
    -v "$PWD/keys/:/keys/" \
    -p 8080:8080 \
    -e GOOGLE_APPLICATION_CREDENTIALS=/keys/sa.json \
    -e AIRFLOW__CORE__LOAD_EXAMPLES=True \
    my-airflow bash

Additional Verification

Once you install and run Airflow, you can perform any verification you see as necessary to check that the Airflow works as you expected.

Publish the final releases of backport packages

Summarize the voting for the Backport Providers Release

Once the vote has been passed, you will need to send a result vote to dev@airflow.apache.org:

Subject:

cat <<EOF
[RESULT][VOTE] Airflow Backport Providers ${VERSION}
EOF

Body:

cat <<EOF

Hey all,

Airflow Backport Providers ${VERSION} (based on the ${VERSION_RC} candidate) has been accepted.

N "+1" binding votes received:
- PMC Member  (binding)
...

N "+1" non-binding votes received:

- COMMITER (non-binding)

Vote thread:
https://lists.apache.org/thread.html/<TODO:REPLACE_ME_WITH_THE_VOTING_THREAD>@%3Cdev.airflow.apache.org%3E

I'll continue with the release process and the release announcement will follow shortly.

Cheers,
<TODO: Your Name>

EOF

Publish release to SVN

The best way of doing this is to svn cp between the two repos (this avoids having to upload the binaries again, and gives a clearer history in the svn commit logs.

We also need to archive older releases before copying the new ones Release policy

# Set the variables
export VERSION_RC=2020.5.20rc2
export VERSION=${VERSION_RC/rc?/}

# Set AIRFLOW_REPO_ROOT to the path of your git repo
export AIRFLOW_REPO_ROOT=$(pwd)

# Go to the directory where you have checked out the dev svn release
# And go to the sub-folder with RC candidates
cd "<ROOT_OF_YOUR_DEV_REPO>/backport-providers/${VERSION_RC}"
export SOURCE_DIR=$(pwd)

# Go the folder where you have checked out the release repo
# Clone it if it's not done yet
svn checkout https://dist.apache.org/repos/dist/release/airflow airflow-release

# Update to latest version
svn update

# Create backport-providers folder if it does not exist
# All latest releases are kept in this one folder without version sub-folder
mkdir -pv backport-providers
cd backport-providers

# Move the artifacts to svn folder & remove the rc postfix
for file in ${SOURCE_DIR}/*${VERSION_RC}*
do
  base_file=$(basename ${file})
  svn cp "${file}" "${base_file/${VERSION_RC}/${VERSION}}"
done


# If some packages have been excluded, remove them now
# Check the packages
ls *<provider>*
# Remove them
svn rm *<provider>*

# Check which old packages will be removed (you need python 3.6+)
python ${AIRFLOW_REPO_ROOT}/dev/provider_packages/remove_old_releases.py \
    --directory .

# Remove those packages
python ${AIRFLOW_REPO_ROOT}/dev/provider_packages/remove_old_releases.py \
    --directory . --execute


# Commit to SVN
svn commit -m "Release Airflow Backport Providers ${VERSION} from ${VERSION_RC}"

Verify that the packages appear in backport-providers

Publish the final version convenience package to PyPI

Checkout the RC Version:

git checkout backport-providers-${VERSION_RC}

Tag and push the final version (providing that your apache remote is named ‘apache’):

git tag backport-providers-${VERSION}
git push apache backport-providers-${VERSION}

In order to publish to PyPI you just need to build and release packages.

  • Generate the packages.
./breeze --backports prepare-provider-packages --package-format both

if you ony build few packages, run:

./breeze --backports prepare-provider-packages --package-format both  <PACKAGE> ...

In case you decided to remove some of the packages. remove them from dist folder now:

ls dist/*<provider>*
rm dist/*<provider>*
  • Verify the artifacts that would be uploaded:
twine check dist/*
  • Upload the package to PyPi's test environment:
twine upload -r pypitest dist/*
  • Verify that the test packages look good by downloading it and installing them into a virtual environment. Twine prints the package links as output - separately for each package.

  • Upload the package to PyPi's production environment:

twine upload -r pypi dist/*

Notify developers of release

Subject:

cat <<EOF
Airflow Backport Providers ${VERSION} are released
EOF

Body:

cat <<EOF
Dear Airflow community,

I'm happy to announce that Airflow Backport Providers packages ${VERSION} were just released.

The source release, as well as the binary releases, are available here:

https://dist.apache.org/repos/dist/release/airflow/backport-providers/

We also made those versions available on PyPi for convenience ('pip install apache-airflow-backport-providers-*'):

https://pypi.org/search/?q=apache-airflow-backport-providers

The documentation and changelogs are available in the PyPI packages:

<PASTE TWINE UPLOAD LINKS HERE. SORT THEM BEFORE!>


Cheers,
<your name>
EOF

Update Announcements page

Update “Announcements” page at the Official Airflow website


Prepare Regular Providers (Alphas/Betas)

Generate release notes

Prepare release notes for all the packages you plan to release. Note that for now version number is hard-coded to 0.0.1 for all packages. Later on we are going to update the versions according to SEMVER versioning.

Details about maintaining the SEMVER version are going to be discussed and implemented in the related issue

./breeze prepare-provider-readme [packages]

You can iterate and re-generate the same readme content as many times as you want. Generated readme files should be eventually committed to the repository.

Build regular provider packages for SVN apache upload

There is a slightly different procedure if you build pre-release (alpha/beta) packages and the release candidates. For the Alpha artifacts there is no voting and signature/checksum check, so we do not need to care about this part. For release candidates - those packages might get promoted to “final” packages by just renaming the files, so internally they should keep the final version number without the rc suffix, even if they are rc1/rc2/... candidates.

They also need to be signed and have checksum files. You can generate the checksum/signature files by running the “dev/sign.sh” script (assuming you have the right PGP key set-up for signing). The script generates corresponding .asc and .sha512 files for each file to sign.

Build and sign the source and convenience packages

Currently, we are releasing alpha provider packages together with the main sources of Airflow. In the future we are going to add procedure to release the sources of released provider packages separately. Details are in the related issue

For alpha/beta releases you need to specify both - svn and pyp i - suffixes, and they have to match. This is verified by the breeze script. Note that the script will clean up dist folder before generating the packages, so it will only contain the packages you intended to build.

  • Pre-release packages:
export VERSION=0.0.1alpha1

./breeze prepare-provider-packages --package-format both --version-suffix-for-svn a1 --version-suffix-for-pypi a1

if you ony build few packages, run:

./breeze prepare-provider-packages --package-format both --version-suffix-for-svn a1 --version-suffix-for-pypi a1 \
    PACKAGE PACKAGE ....
  • Release candidate packages:
export VERSION=0.0.1alpha1

./breeze prepare-provider-packages --package-format both --version-suffix-for-svn rc1

if you ony build few packages, run:

./breeze prepare-provider-packages --package-format both --version-suffix-for-svn rc1 PACKAGE PACKAGE ....
  • Sign all your packages
pushd dist
../dev/sign.sh *
popd

Commit the source packages to Apache SVN repo

  • Push the artifacts to ASF dev dist repo
# First clone the repo if you do not have it
svn checkout https://dist.apache.org/repos/dist/dev/airflow airflow-dev

# update the repo in case you have it already
cd airflow-dev
svn update

# Create a new folder for the release.
cd airflow-dev/providers
svn mkdir ${VERSION}

# Move the artifacts to svn folder
mv ${AIRFLOW_REPO_ROOT}/dist/* ${VERSION}/

# Add and commit
svn add ${VERSION}/*
svn commit -m "Add artifacts for Airflow Providers ${VERSION}"

cd ${AIRFLOW_REPO_ROOT}

Verify that the files are available at backport-providers

Publish the Regular convenience package to PyPI

In case of pre-release versions you build the same packages for both PyPI and SVN so you can simply use packages generated in the previous step, and you can skip the “prepare” step below.

In order to publish release candidate to PyPI you just need to build and release packages. The packages should however contain the rcN suffix in the version file name but not internally in the package, so you need to use --version-suffix-for-pypi switch to prepare those packages. Note that these are different packages than the ones used for SVN upload though they should be generated from the same sources.

  • Generate the packages with the right RC version (specify the version suffix with PyPI switch). Note that this will clean up dist folder before generating the packages, so you will only have the right packages there.
./breeze prepare-provider-packages --package-format both --version-suffix-for-pypi a1 --version-suffix-for-SVN a1

if you ony build few packages, run:

./breeze prepare-provider-packages --package-format both --version-suffix-for-pypi a1 \
    PACKAGE PACKAGE ....
  • Verify the artifacts that would be uploaded:
twine check dist/*
  • Upload the package to PyPi's test environment:
twine upload -r pypitest dist/*
  • Verify that the test packages look good by downloading it and installing them into a virtual environment. Twine prints the package links as output - separately for each package.

  • Upload the package to PyPi's production environment:

twine upload -r pypi dist/*
  • Again, confirm that the packages are available under the links printed.

Publish documentation

Documentation is an essential part of the product and should be made available to users. In our cases, documentation for the released versions is published in a separate repository - apache/airflow-site, but the documentation source code and build tools are available in the apache/airflow repository, so you have to coordinate between the two repositories to be able to build the documentation.

Documentation for providers can be found in the /docs/apache-airflow-providers directory and the /docs/apache-airflow-providers-*/ directory. The first directory contains the package contents lists and should be updated every time a new version of provider packages is released.

  • First, copy the airflow-site repository and set the environment variable AIRFLOW_SITE_DIRECTORY.

    git clone https://github.com/apache/airflow-site.git airflow-site
    cd airflow-site
    export AIRFLOW_SITE_DIRECTORY="$(pwd)"
    
  • Then you can go to the directory and build the necessary documentation packages

    cd "${AIRFLOW_REPO_ROOT}"
    ./breeze build-docs -- \
      --package-filter apache-airflow-providers \
      --package-filter apache-airflow-providers-apache-airflow \
      --package-filter apache-airflow-providers-telegram \
      --for-production
    
  • Now you can preview the documentation.

    ./docs/start_doc_server.sh
    
  • Copy the documentation to the airflow-site repository

    ./docs/publish_docs.py \
        --package-filter apache-airflow-providers \
        --package-filter apache-airflow-providers-apache-airflow \
        --package-filter apache-airflow-providers-telegram \
    
    cd "${AIRFLOW_SITE_DIRECTORY}"
    
  • If you publish a new package, you must add it to the docs index:

  • Create commit and push changes.

    git commit -m "Add documentation for backport packages - $(date "+%Y-%m-%d%n")"
    git push
    

Notify developers of release

Subject:

cat <<EOF
Airflow Providers are released
EOF

Body:

cat <<EOF
Dear Airflow community,

I'm happy to announce that new version of Airflow Providers packages were just released.

The source release, as well as the binary releases, are available here:

https://dist.apache.org/repos/dist/release/airflow/providers/

We also made those versions available on PyPi for convenience ('pip install apache-airflow-providers-*'):

https://pypi.org/search/?q=apache-airflow-providers

The documentation and changelogs are available in the PyPI packages:

<PASTE TWINE UPLOAD LINKS HERE. SORT THEM BEFORE!>

Cheers,
<your name>
EOF