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href=\"https://airflow.apache.org/docs/apache-airflow/stable/\" rel=\"nofollow\"\u003eApache Airflow\u003c/a\u003e (or simply Airflow) is a platform to programmatically author, schedule, and monitor workflows.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWhen workflows are defined as code, they become more maintainable, versionable, testable, and collaborative.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eUse Airflow to author workflows as directed acyclic graphs (DAGs) of tasks. The Airflow scheduler executes your tasks on an array of workers while following the specified dependencies. Rich command line utilities make performing complex surgeries on DAGs a snap. The rich user interface makes it easy to visualize pipelines running in production, monitor progress, and troubleshoot issues when needed.\u003c/p\u003e\n\n\n\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eTable of contents\u003c/strong\u003e\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"#project-focus\"\u003eProject Focus\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#principles\"\u003ePrinciples\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#requirements\"\u003eRequirements\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#getting-started\"\u003eGetting started\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#installing-from-pypi\"\u003eInstalling from PyPI\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#official-source-code\"\u003eOfficial source code\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#convenience-packages\"\u003eConvenience packages\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#user-interface\"\u003eUser Interface\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#semantic-versioning\"\u003eSemantic versioning\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#version-life-cycle\"\u003eVersion Life Cycle\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#support-for-python-and-kubernetes-versions\"\u003eSupport for Python and Kubernetes versions\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#base-os-support-for-reference-airflow-images\"\u003eBase OS support for reference Airflow images\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#approach-to-dependencies-of-airflow\"\u003eApproach to dependencies of Airflow\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#contributing\"\u003eContributing\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#voting-policy\"\u003eVoting Policy\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#who-uses-apache-airflow\"\u003eWho uses Apache Airflow?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#who-maintains-apache-airflow\"\u003eWho maintains Apache Airflow?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#what-goes-into-the-next-release\"\u003eWhat goes into the next release?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#can-i-use-the-apache-airflow-logo-in-my-presentation\"\u003eCan I use the Apache Airflow logo in my presentation?\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#links\"\u003eLinks\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"#sponsors\"\u003eSponsors\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eProject Focus\u003c/h2\u003e\u003ca id=\"user-content-project-focus\" class=\"anchor\" aria-label=\"Permalink: Project Focus\" href=\"#project-focus\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAirflow works best with workflows that are mostly static and slowly changing. When the DAG structure is similar from one run to the next, it clarifies the unit of work and continuity. Other similar projects include \u003ca href=\"https://github.com/spotify/luigi\"\u003eLuigi\u003c/a\u003e, \u003ca href=\"https://oozie.apache.org/\" rel=\"nofollow\"\u003eOozie\u003c/a\u003e and \u003ca href=\"https://azkaban.github.io/\" rel=\"nofollow\"\u003eAzkaban\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAirflow is commonly used to process data, but has the opinion that tasks should ideally be idempotent (i.e., results of the task will be the same, and will not create duplicated data in a destination system), and should not pass large quantities of data from one task to the next (though tasks can pass metadata using Airflow's \u003ca href=\"https://airflow.apache.org/docs/apache-airflow/stable/concepts/xcoms.html\" rel=\"nofollow\"\u003eXCom feature\u003c/a\u003e). For high-volume, data-intensive tasks, a best practice is to delegate to external services specializing in that type of work.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eAirflow is not a streaming solution, but it is often used to process real-time data, pulling data off streams in batches.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePrinciples\u003c/h2\u003e\u003ca id=\"user-content-principles\" class=\"anchor\" aria-label=\"Permalink: Principles\" href=\"#principles\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eDynamic\u003c/strong\u003e: Airflow pipelines are configuration as code (Python), allowing for dynamic pipeline generation. This allows for writing code that instantiates pipelines dynamically.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eExtensible\u003c/strong\u003e: Easily define your own operators, executors and extend the library so that it fits the level of abstraction that suits your environment.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eElegant\u003c/strong\u003e: Airflow pipelines are lean and explicit. Parameterizing your scripts is built into the core of Airflow using the powerful \u003cstrong\u003eJinja\u003c/strong\u003e templating engine.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eScalable\u003c/strong\u003e: Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers.\u003c/li\u003e\n\u003c/ul\u003e\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRequirements\u003c/h2\u003e\u003ca id=\"user-content-requirements\" class=\"anchor\" aria-label=\"Permalink: Requirements\" href=\"#requirements\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eApache Airflow is tested with:\u003c/p\u003e\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003e\u003c/th\u003e\n\u003cth\u003eMain version (dev)\u003c/th\u003e\n\u003cth\u003eStable version (2.10.3)\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003ePython\u003c/td\u003e\n\u003ctd\u003e3.9, 3.10, 3.11, 3.12\u003c/td\u003e\n\u003ctd\u003e3.8, 3.9, 3.10, 3.11, 3.12\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePlatform\u003c/td\u003e\n\u003ctd\u003eAMD64/ARM64(*)\u003c/td\u003e\n\u003ctd\u003eAMD64/ARM64(*)\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eKubernetes\u003c/td\u003e\n\u003ctd\u003e1.28, 1.29, 1.30, 1.31\u003c/td\u003e\n\u003ctd\u003e1.27, 1.28, 1.29, 1.30\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003ePostgreSQL\u003c/td\u003e\n\u003ctd\u003e13, 14, 15, 16, 17\u003c/td\u003e\n\u003ctd\u003e12, 13, 14, 15, 16\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eMySQL\u003c/td\u003e\n\u003ctd\u003e8.0, 8.4, Innovation\u003c/td\u003e\n\u003ctd\u003e8.0, 8.4, Innovation\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003eSQLite\u003c/td\u003e\n\u003ctd\u003e3.15.0+\u003c/td\u003e\n\u003ctd\u003e3.15.0+\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\u003cp dir=\"auto\"\u003e* Experimental\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote\u003c/strong\u003e: MariaDB is not tested/recommended.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote\u003c/strong\u003e: SQLite is used in Airflow tests. Do not use it in production. We recommend\nusing the latest stable version of SQLite for local development.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eNote\u003c/strong\u003e: Airflow currently can be run on POSIX-compliant Operating Systems. For development, it is regularly\ntested on fairly modern Linux Distros and recent versions of macOS.\nOn Windows you can run it via WSL2 (Windows Subsystem for Linux 2) or via Linux Containers.\nThe work to add Windows support is tracked via \u003ca href=\"https://github.com/apache/airflow/issues/10388\" data-hovercard-type=\"issue\" data-hovercard-url=\"/apache/airflow/issues/10388/hovercard\"\u003e#10388\u003c/a\u003e, but\nit is not a high priority. You should only use Linux-based distros as \"Production\" execution environment\nas this is the only environment that is supported. The only distro that is used in our CI tests and that\nis used in the \u003ca href=\"https://hub.docker.com/p/apache/airflow\" rel=\"nofollow\"\u003eCommunity managed DockerHub image\u003c/a\u003e is\n\u003ccode\u003eDebian Bookworm\u003c/code\u003e.\u003c/p\u003e\n\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGetting started\u003c/h2\u003e\u003ca id=\"user-content-getting-started\" class=\"anchor\" aria-label=\"Permalink: Getting started\" href=\"#getting-started\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eVisit the official Airflow website documentation (latest \u003cstrong\u003estable\u003c/strong\u003e release) for help with\n\u003ca href=\"https://airflow.apache.org/docs/apache-airflow/stable/installation/\" rel=\"nofollow\"\u003einstalling Airflow\u003c/a\u003e,\n\u003ca href=\"https://airflow.apache.org/docs/apache-airflow/stable/start.html\" rel=\"nofollow\"\u003egetting started\u003c/a\u003e, or walking\nthrough a more complete \u003ca href=\"https://airflow.apache.org/docs/apache-airflow/stable/tutorial/\" rel=\"nofollow\"\u003etutorial\u003c/a\u003e.\u003c/p\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eNote: If you're looking for documentation for the main branch (latest development branch): you can find it on \u003ca href=\"https://s.apache.org/airflow-docs/\" rel=\"nofollow\"\u003es.apache.org/airflow-docs\u003c/a\u003e.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cp dir=\"auto\"\u003eFor more information on Airflow Improvement Proposals (AIPs), visit\nthe \u003ca href=\"https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Improvement+Proposals\" rel=\"nofollow\"\u003eAirflow Wiki\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eDocumentation for dependent projects like provider packages, Docker image, Helm Chart, you'll find it in \u003ca href=\"https://airflow.apache.org/docs/\" rel=\"nofollow\"\u003ethe documentation index\u003c/a\u003e.\u003c/p\u003e\n\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eInstalling from PyPI\u003c/h2\u003e\u003ca id=\"user-content-installing-from-pypi\" class=\"anchor\" aria-label=\"Permalink: Installing from PyPI\" href=\"#installing-from-pypi\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWe publish Apache Airflow as \u003ccode\u003eapache-airflow\u003c/code\u003e package in PyPI. Installing it however might be sometimes tricky\nbecause Airflow is a bit of both a library and application. Libraries usually keep their dependencies open, and\napplications usually pin them, but we should do neither and both simultaneously. We decided to keep\nour dependencies as open as possible (in \u003ccode\u003epyproject.toml\u003c/code\u003e) so users can install different versions of libraries\nif needed. This means that \u003ccode\u003epip install apache-airflow\u003c/code\u003e will not work from time to time or will\nproduce unusable Airflow installation.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTo have repeatable installation, however, we keep a set of \"known-to-be-working\" constraint\nfiles in the orphan \u003ccode\u003econstraints-main\u003c/code\u003e and \u003ccode\u003econstraints-2-0\u003c/code\u003e branches. We keep those \"known-to-be-working\"\nconstraints files separately per major/minor Python version.\nYou can use them as constraint files when installing Airflow from PyPI. Note that you have to specify\ncorrect Airflow tag/version/branch and Python versions in the URL.\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003eInstalling just Airflow:\u003c/li\u003e\n\u003c/ol\u003e\n\u003cblockquote\u003e\n\u003cp dir=\"auto\"\u003eNote: Only \u003ccode\u003epip\u003c/code\u003e installation is currently officially supported.\u003c/p\u003e\n\u003c/blockquote\u003e\n\u003cp dir=\"auto\"\u003eWhile it is possible to install Airflow with tools like \u003ca href=\"https://python-poetry.org\" rel=\"nofollow\"\u003ePoetry\u003c/a\u003e or\n\u003ca href=\"https://pypi.org/project/pip-tools\" rel=\"nofollow\"\u003epip-tools\u003c/a\u003e, they do not share the same workflow as\n\u003ccode\u003epip\u003c/code\u003e - especially when it comes to constraint vs. requirements management.\nInstalling via \u003ccode\u003ePoetry\u003c/code\u003e or \u003ccode\u003epip-tools\u003c/code\u003e is not currently supported.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThere are known issues with \u003ccode\u003ebazel\u003c/code\u003e that might lead to circular dependencies when using it to install\nAirflow. Please switch to \u003ccode\u003epip\u003c/code\u003e if you encounter such problems. \u003ccode\u003eBazel\u003c/code\u003e community works on fixing\nthe problem in \u003ccode\u003ethis PR \u0026lt;https://github.com/bazelbuild/rules_python/pull/1166\u0026gt;\u003c/code\u003e_ so it might be that\nnewer versions of \u003ccode\u003ebazel\u003c/code\u003e will handle it.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf you wish to install Airflow using those tools, you should use the constraint files and convert\nthem to the appropriate format and workflow that your tool requires.\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install 'apache-airflow==2.10.3' \\\n --constraint \u0026quot;https://raw.githubusercontent.com/apache/airflow/constraints-2.10.3/constraints-3.9.txt\u0026quot;\"\u003e\u003cpre\u003epip install \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003eapache-airflow==2.10.3\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e \\\n --constraint \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003ehttps://raw.githubusercontent.com/apache/airflow/constraints-2.10.3/constraints-3.9.txt\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003col start=\"2\" dir=\"auto\"\u003e\n\u003cli\u003eInstalling with extras (i.e., postgres, google)\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"pip install 'apache-airflow[postgres,google]==2.10.3' \\\n --constraint \u0026quot;https://raw.githubusercontent.com/apache/airflow/constraints-2.10.3/constraints-3.9.txt\u0026quot;\"\u003e\u003cpre\u003epip install \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003eapache-airflow[postgres,google]==2.10.3\u003cspan class=\"pl-pds\"\u003e'\u003c/span\u003e\u003c/span\u003e \\\n --constraint \u003cspan class=\"pl-s\"\u003e\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003ehttps://raw.githubusercontent.com/apache/airflow/constraints-2.10.3/constraints-3.9.txt\u003cspan class=\"pl-pds\"\u003e\"\u003c/span\u003e\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eFor information on installing provider packages, check\n\u003ca href=\"http://airflow.apache.org/docs/apache-airflow-providers/index.html\" rel=\"nofollow\"\u003eproviders\u003c/a\u003e.\u003c/p\u003e\n\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOfficial source code\u003c/h2\u003e\u003ca id=\"user-content-official-source-code\" class=\"anchor\" aria-label=\"Permalink: Official source code\" href=\"#official-source-code\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eApache Airflow is an \u003ca href=\"https://www.apache.org\" rel=\"nofollow\"\u003eApache Software Foundation\u003c/a\u003e (ASF) project,\nand our official source code releases:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eFollow the \u003ca href=\"https://www.apache.org/legal/release-policy.html\" rel=\"nofollow\"\u003eASF Release Policy\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eCan be downloaded from \u003ca href=\"https://downloads.apache.org/airflow\" rel=\"nofollow\"\u003ethe ASF Distribution Directory\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003eAre cryptographically signed by the release manager\u003c/li\u003e\n\u003cli\u003eAre officially voted on by the PMC members during the\n\u003ca href=\"https://www.apache.org/legal/release-policy.html#release-approval\" rel=\"nofollow\"\u003eRelease Approval Process\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eFollowing the ASF rules, the source packages released must be sufficient for a user to build and test the\nrelease provided they have access to the appropriate platform and tools.\u003c/p\u003e\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eConvenience packages\u003c/h2\u003e\u003ca id=\"user-content-convenience-packages\" class=\"anchor\" aria-label=\"Permalink: Convenience packages\" href=\"#convenience-packages\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThere are other ways of installing and using Airflow. Those are \"convenience\" methods - they are\nnot \"official releases\" as stated by the \u003ccode\u003eASF Release Policy\u003c/code\u003e, but they can be used by the users\nwho do not want to build the software themselves.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThose are - in the order of most common ways people install Airflow:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://pypi.org/project/apache-airflow/\" rel=\"nofollow\"\u003ePyPI releases\u003c/a\u003e to install Airflow using standard \u003ccode\u003epip\u003c/code\u003e tool\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://hub.docker.com/r/apache/airflow\" rel=\"nofollow\"\u003eDocker Images\u003c/a\u003e to install airflow via\n\u003ccode\u003edocker\u003c/code\u003e tool, use them in Kubernetes, Helm Charts, \u003ccode\u003edocker-compose\u003c/code\u003e, \u003ccode\u003edocker swarm\u003c/code\u003e, etc. You can\nread more about using, customizing, and extending the images in the\n\u003ca href=\"https://airflow.apache.org/docs/docker-stack/index.html\" rel=\"nofollow\"\u003eLatest docs\u003c/a\u003e, and\nlearn details on the internals in the \u003ca href=\"https://airflow.apache.org/docs/docker-stack/index.html\" rel=\"nofollow\"\u003eimages\u003c/a\u003e document.\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/apache/airflow/tags\"\u003eTags in GitHub\u003c/a\u003e to retrieve the git project sources that\nwere used to generate official source packages via git\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eAll those artifacts are not official releases, but they are prepared using officially released sources.\nSome of those artifacts are \"development\" or \"pre-release\" ones, and they are clearly marked as such\nfollowing the ASF Policy.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUser Interface\u003c/h2\u003e\u003ca id=\"user-content-user-interface\" class=\"anchor\" aria-label=\"Permalink: User Interface\" href=\"#user-interface\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eDAGs\u003c/strong\u003e: Overview of all DAGs in your environment.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/dags.png\"\u003e\u003cimg src=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/dags.png\" alt=\"DAGs\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eGrid\u003c/strong\u003e: Grid representation of a DAG that spans across time.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/grid.png\"\u003e\u003cimg src=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/grid.png\" alt=\"Grid\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eGraph\u003c/strong\u003e: Visualization of a DAG's dependencies and their current status for a specific run.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/graph.png\"\u003e\u003cimg src=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/graph.png\" alt=\"Graph\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eTask Duration\u003c/strong\u003e: Total time spent on different tasks over time.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/duration.png\"\u003e\u003cimg src=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/duration.png\" alt=\"Task Duration\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eGantt\u003c/strong\u003e: Duration and overlap of a DAG.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/gantt.png\"\u003e\u003cimg src=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/gantt.png\" alt=\"Gantt\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003e\u003cstrong\u003eCode\u003c/strong\u003e: Quick way to view source code of a DAG.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/code.png\"\u003e\u003cimg src=\"https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/code.png\" alt=\"Code\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSemantic versioning\u003c/h2\u003e\u003ca id=\"user-content-semantic-versioning\" class=\"anchor\" aria-label=\"Permalink: Semantic versioning\" href=\"#semantic-versioning\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAs of Airflow 2.0.0, we support a strict \u003ca href=\"https://semver.org/\" rel=\"nofollow\"\u003eSemVer\u003c/a\u003e approach for all packages released.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThere are few specific rules that we agreed to that define details of versioning of the different\npackages:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003cstrong\u003eAirflow\u003c/strong\u003e: SemVer rules apply to core airflow only (excludes any changes to providers).\nChanging limits for versions of Airflow dependencies is not a breaking change on its own.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAirflow Providers\u003c/strong\u003e: SemVer rules apply to changes in the particular provider's code only.\nSemVer MAJOR and MINOR versions for the packages are independent of the Airflow version.\nFor example, \u003ccode\u003egoogle 4.1.0\u003c/code\u003e and \u003ccode\u003eamazon 3.0.3\u003c/code\u003e providers can happily be installed\nwith \u003ccode\u003eAirflow 2.1.2\u003c/code\u003e. If there are limits of cross-dependencies between providers and Airflow packages,\nthey are present in providers as \u003ccode\u003einstall_requires\u003c/code\u003e limitations. We aim to keep backwards\ncompatibility of providers with all previously released Airflow 2 versions but\nthere will sometimes be breaking changes that might make some, or all\nproviders, have minimum Airflow version specified.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAirflow Helm Chart\u003c/strong\u003e: SemVer rules apply to changes in the chart only. SemVer MAJOR and MINOR\nversions for the chart are independent of the Airflow version. We aim to keep backwards\ncompatibility of the Helm Chart with all released Airflow 2 versions, but some new features might\nonly work starting from specific Airflow releases. We might however limit the Helm\nChart to depend on minimal Airflow version.\u003c/li\u003e\n\u003cli\u003e\u003cstrong\u003eAirflow API clients\u003c/strong\u003e: Their versioning is independent from Airflow versions. They follow their own\nSemVer rules for breaking changes and new features - which for example allows to change the way we generate\nthe clients.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eVersion Life Cycle\u003c/h2\u003e\u003ca id=\"user-content-version-life-cycle\" class=\"anchor\" aria-label=\"Permalink: Version Life Cycle\" href=\"#version-life-cycle\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eApache Airflow version life cycle:\u003c/p\u003e\n\n\n\u003cmarkdown-accessiblity-table\u003e\u003ctable\u003e\n\u003cthead\u003e\n\u003ctr\u003e\n\u003cth\u003eVersion\u003c/th\u003e\n\u003cth\u003eCurrent Patch/Minor\u003c/th\u003e\n\u003cth\u003eState\u003c/th\u003e\n\u003cth\u003eFirst Release\u003c/th\u003e\n\u003cth\u003eLimited Support\u003c/th\u003e\n\u003cth\u003eEOL/Terminated\u003c/th\u003e\n\u003c/tr\u003e\n\u003c/thead\u003e\n\u003ctbody\u003e\n\u003ctr\u003e\n\u003ctd\u003e2\u003c/td\u003e\n\u003ctd\u003e2.10.3\u003c/td\u003e\n\u003ctd\u003eSupported\u003c/td\u003e\n\u003ctd\u003eDec 17, 2020\u003c/td\u003e\n\u003ctd\u003eTBD\u003c/td\u003e\n\u003ctd\u003eTBD\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e1.10\u003c/td\u003e\n\u003ctd\u003e1.10.15\u003c/td\u003e\n\u003ctd\u003eEOL\u003c/td\u003e\n\u003ctd\u003eAug 27, 2018\u003c/td\u003e\n\u003ctd\u003eDec 17, 2020\u003c/td\u003e\n\u003ctd\u003eJune 17, 2021\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e1.9\u003c/td\u003e\n\u003ctd\u003e1.9.0\u003c/td\u003e\n\u003ctd\u003eEOL\u003c/td\u003e\n\u003ctd\u003eJan 03, 2018\u003c/td\u003e\n\u003ctd\u003eAug 27, 2018\u003c/td\u003e\n\u003ctd\u003eAug 27, 2018\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e1.8\u003c/td\u003e\n\u003ctd\u003e1.8.2\u003c/td\u003e\n\u003ctd\u003eEOL\u003c/td\u003e\n\u003ctd\u003eMar 19, 2017\u003c/td\u003e\n\u003ctd\u003eJan 03, 2018\u003c/td\u003e\n\u003ctd\u003eJan 03, 2018\u003c/td\u003e\n\u003c/tr\u003e\n\u003ctr\u003e\n\u003ctd\u003e1.7\u003c/td\u003e\n\u003ctd\u003e1.7.1.2\u003c/td\u003e\n\u003ctd\u003eEOL\u003c/td\u003e\n\u003ctd\u003eMar 28, 2016\u003c/td\u003e\n\u003ctd\u003eMar 19, 2017\u003c/td\u003e\n\u003ctd\u003eMar 19, 2017\u003c/td\u003e\n\u003c/tr\u003e\n\u003c/tbody\u003e\n\u003c/table\u003e\u003c/markdown-accessiblity-table\u003e\n\n\u003cp dir=\"auto\"\u003eLimited support versions will be supported with security and critical bug fix only.\nEOL versions will not get any fixes nor support.\nWe always recommend that all users run the latest available minor release for whatever major version is in use.\nWe \u003cstrong\u003ehighly\u003c/strong\u003e recommend upgrading to the latest Airflow major release at the earliest convenient time and before the EOL date.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSupport for Python and Kubernetes versions\u003c/h2\u003e\u003ca id=\"user-content-support-for-python-and-kubernetes-versions\" class=\"anchor\" aria-label=\"Permalink: Support for Python and Kubernetes versions\" href=\"#support-for-python-and-kubernetes-versions\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAs of Airflow 2.0, we agreed to certain rules we follow for Python and Kubernetes support.\nThey are based on the official release schedule of Python and Kubernetes, nicely summarized in the\n\u003ca href=\"https://devguide.python.org/#status-of-python-branches\" rel=\"nofollow\"\u003ePython Developer's Guide\u003c/a\u003e and\n\u003ca href=\"https://kubernetes.io/docs/setup/release/version-skew-policy/\" rel=\"nofollow\"\u003eKubernetes version skew policy\u003c/a\u003e.\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eWe drop support for Python and Kubernetes versions when they reach EOL. Except for Kubernetes, a\nversion stays supported by Airflow if two major cloud providers still provide support for it. We drop\nsupport for those EOL versions in main right after EOL date, and it is effectively removed when we release\nthe first new MINOR (Or MAJOR if there is no new MINOR version) of Airflow. For example, for Python 3.9 it\nmeans that we will drop support in main right after 27.06.2023, and the first MAJOR or MINOR version of\nAirflow released after will not have it.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eWe support a new version of Python/Kubernetes in main after they are officially released, as soon as we\nmake them work in our CI pipeline (which might not be immediate due to dependencies catching up with\nnew versions of Python mostly) we release new images/support in Airflow based on the working CI setup.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eThis policy is best-effort which means there may be situations where we might terminate support earlier\nif circumstances require it.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBase OS support for reference Airflow images\u003c/h2\u003e\u003ca id=\"user-content-base-os-support-for-reference-airflow-images\" class=\"anchor\" aria-label=\"Permalink: Base OS support for reference Airflow images\" href=\"#base-os-support-for-reference-airflow-images\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe Airflow Community provides conveniently packaged container images that are published whenever\nwe publish an Apache Airflow release. Those images contain:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eBase OS with necessary packages to install Airflow (stable Debian OS)\u003c/li\u003e\n\u003cli\u003eBase Python installation in versions supported at the time of release for the MINOR version of\nAirflow released (so there could be different versions for 2.3 and 2.2 line for example)\u003c/li\u003e\n\u003cli\u003eLibraries required to connect to supported Databases (again the set of databases supported depends\non the MINOR version of Airflow)\u003c/li\u003e\n\u003cli\u003ePredefined set of popular providers (for details see the \u003ca href=\"https://raw.githubusercontent.com/apache/airflow/main/Dockerfile\" rel=\"nofollow\"\u003eDockerfile\u003c/a\u003e).\u003c/li\u003e\n\u003cli\u003ePossibility of building your own, custom image where the user can choose their own set of providers\nand libraries (see \u003ca href=\"https://airflow.apache.org/docs/docker-stack/build.html\" rel=\"nofollow\"\u003eBuilding the image\u003c/a\u003e)\u003c/li\u003e\n\u003cli\u003eIn the future Airflow might also support a \"slim\" version without providers nor database clients installed\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eThe version of the base OS image is the stable version of Debian. Airflow supports using all currently active\nstable versions - as soon as all Airflow dependencies support building, and we set up the CI pipeline for\nbuilding and testing the OS version. Approximately 6 months before the end-of-regular support of a\nprevious stable version of the OS, Airflow switches the images released to use the latest supported\nversion of the OS.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eFor example switch from \u003ccode\u003eDebian Bullseye\u003c/code\u003e to \u003ccode\u003eDebian Bookworm\u003c/code\u003e has been implemented\nbefore 2.8.0 release in October 2023 and \u003ccode\u003eDebian Bookworm\u003c/code\u003e will be the only option supported as of\nAirflow 2.10.0.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eUsers will continue to be able to build their images using stable Debian releases until the end of regular\nsupport and building and verifying of the images happens in our CI but no unit tests were executed using\nthis image in the \u003ccode\u003emain\u003c/code\u003e branch.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eApproach to dependencies of Airflow\u003c/h2\u003e\u003ca id=\"user-content-approach-to-dependencies-of-airflow\" class=\"anchor\" aria-label=\"Permalink: Approach to dependencies of Airflow\" href=\"#approach-to-dependencies-of-airflow\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAirflow has a lot of dependencies - direct and transitive, also Airflow is both - library and application,\ntherefore our policies to dependencies has to include both - stability of installation of application,\nbut also ability to install newer version of dependencies for those users who develop DAGs. We developed\nthe approach where \u003ccode\u003econstraints\u003c/code\u003e are used to make sure airflow can be installed in a repeatable way, while\nwe do not limit our users to upgrade most of the dependencies. As a result we decided not to upper-bound\nversion of Airflow dependencies by default, unless we have good reasons to believe upper-bounding them is\nneeded because of importance of the dependency as well as risk it involves to upgrade specific dependency.\nWe also upper-bound the dependencies that we know cause problems.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe constraint mechanism of ours takes care about finding and upgrading all the non-upper bound dependencies\nautomatically (providing that all the tests pass). Our \u003ccode\u003emain\u003c/code\u003e build failures will indicate in case there\nare versions of dependencies that break our tests - indicating that we should either upper-bind them or\nthat we should fix our code/tests to account for the upstream changes from those dependencies.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eWhenever we upper-bound such a dependency, we should always comment why we are doing it - i.e. we should have\na good reason why dependency is upper-bound. And we should also mention what is the condition to remove the\nbinding.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eApproach for dependencies for Airflow Core\u003c/h3\u003e\u003ca id=\"user-content-approach-for-dependencies-for-airflow-core\" class=\"anchor\" aria-label=\"Permalink: Approach for dependencies for Airflow Core\" href=\"#approach-for-dependencies-for-airflow-core\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThose dependencies are maintained in \u003ccode\u003epyproject.toml\u003c/code\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThere are few dependencies that we decided are important enough to upper-bound them by default, as they are\nknown to follow predictable versioning scheme, and we know that new versions of those are very likely to\nbring breaking changes. We commit to regularly review and attempt to upgrade to the newer versions of\nthe dependencies as they are released, but this is manual process.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe important dependencies are:\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eSQLAlchemy\u003c/code\u003e: upper-bound to specific MINOR version (SQLAlchemy is known to remove deprecations and\nintroduce breaking changes especially that support for different Databases varies and changes at\nvarious speed)\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eAlembic\u003c/code\u003e: it is important to handle our migrations in predictable and performant way. It is developed\ntogether with SQLAlchemy. Our experience with Alembic is that it very stable in MINOR version\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eFlask\u003c/code\u003e: We are using Flask as the back-bone of our web UI and API. We know major version of Flask\nare very likely to introduce breaking changes across those so limiting it to MAJOR version makes sense\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ewerkzeug\u003c/code\u003e: the library is known to cause problems in new versions. It is tightly coupled with Flask\nlibraries, and we should update them together\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ecelery\u003c/code\u003e: Celery is a crucial component of Airflow as it used for CeleryExecutor (and similar). Celery\n\u003ca href=\"https://docs.celeryq.dev/en/stable/contributing.html?highlight=semver#versions\" rel=\"nofollow\"\u003efollows SemVer\u003c/a\u003e, so\nwe should upper-bound it to the next MAJOR version. Also, when we bump the upper version of the library,\nwe should make sure Celery Provider minimum Airflow version is updated.\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ekubernetes\u003c/code\u003e: Kubernetes is a crucial component of Airflow as it is used for the KubernetesExecutor\n(and similar). Kubernetes Python library \u003ca href=\"https://github.com/kubernetes-client/python#compatibility\"\u003efollows SemVer\u003c/a\u003e,\nso we should upper-bound it to the next MAJOR version. Also, when we bump the upper version of the library,\nwe should make sure Kubernetes Provider minimum Airflow version is updated.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eApproach for dependencies in Airflow Providers and extras\u003c/h3\u003e\u003ca id=\"user-content-approach-for-dependencies-in-airflow-providers-and-extras\" class=\"anchor\" aria-label=\"Permalink: Approach for dependencies in Airflow Providers and extras\" href=\"#approach-for-dependencies-in-airflow-providers-and-extras\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe main part of the Airflow is the Airflow Core, but the power of Airflow also comes from a number of\nproviders that extend the core functionality and are released separately, even if we keep them (for now)\nin the same monorepo for convenience. You can read more about the providers in the\n\u003ca href=\"https://airflow.apache.org/docs/apache-airflow-providers/index.html\" rel=\"nofollow\"\u003eProviders documentation\u003c/a\u003e. We also\nhave set of policies implemented for maintaining and releasing community-managed providers as well\nas the approach for community vs. 3rd party providers in the \u003ca href=\"https://github.com/apache/airflow/blob/main/PROVIDERS.rst\"\u003eproviders\u003c/a\u003e document.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThose \u003ccode\u003eextras\u003c/code\u003e and \u003ccode\u003eproviders\u003c/code\u003e dependencies are maintained in \u003ccode\u003eprovider.yaml\u003c/code\u003e of each provider.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eBy default, we should not upper-bound dependencies for providers, however each provider's maintainer\nmight decide to add additional limits (and justify them with comment).\u003c/p\u003e\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContributing\u003c/h2\u003e\u003ca id=\"user-content-contributing\" class=\"anchor\" aria-label=\"Permalink: Contributing\" href=\"#contributing\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWant to help build Apache Airflow? Check out our \u003ca href=\"https://github.com/apache/airflow/blob/main/contributing-docs/README.rst\"\u003econtributors' guide\u003c/a\u003e for a comprehensive overview of how to contribute, including setup instructions, coding standards, and pull request guidelines.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf you can't wait to contribute, and want to get started asap, check out the \u003ca href=\"https://github.com/apache/airflow/blob/main/contributing-docs/03_contributors_quick_start.rst\"\u003econtribution quickstart\u003c/a\u003e here!\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eOfficial Docker (container) images for Apache Airflow are described in \u003ca href=\"/apache/airflow/blob/main/dev/breeze/doc/ci/02_images.md\"\u003eimages\u003c/a\u003e.\u003c/p\u003e\n\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eVoting Policy\u003c/h2\u003e\u003ca id=\"user-content-voting-policy\" class=\"anchor\" aria-label=\"Permalink: Voting Policy\" href=\"#voting-policy\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eCommits need a +1 vote from a committer who is not the author\u003c/li\u003e\n\u003cli\u003eWhen we do AIP voting, both PMC member's and committer's \u003ccode\u003e+1s\u003c/code\u003e are considered a binding vote.\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWho uses Apache Airflow?\u003c/h2\u003e\u003ca id=\"user-content-who-uses-apache-airflow\" class=\"anchor\" aria-label=\"Permalink: Who uses Apache Airflow?\" href=\"#who-uses-apache-airflow\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eWe know about around 500 organizations that are using Apache Airflow (but there are likely many more)\n\u003ca href=\"https://github.com/apache/airflow/blob/main/INTHEWILD.md\"\u003ein the wild\u003c/a\u003e.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf you use Airflow - feel free to make a PR to add your organisation to the list.\u003c/p\u003e\n\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWho maintains Apache Airflow?\u003c/h2\u003e\u003ca id=\"user-content-who-maintains-apache-airflow\" class=\"anchor\" aria-label=\"Permalink: Who maintains Apache Airflow?\" href=\"#who-maintains-apache-airflow\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAirflow is the work of the \u003ca href=\"https://github.com/apache/airflow/graphs/contributors\"\u003ecommunity\u003c/a\u003e,\nbut the \u003ca href=\"https://people.apache.org/committers-by-project.html#airflow\" rel=\"nofollow\"\u003ecore committers/maintainers\u003c/a\u003e\nare responsible for reviewing and merging PRs as well as steering conversations around new feature requests.\nIf you would like to become a maintainer, please review the Apache Airflow\n\u003ca href=\"https://github.com/apache/airflow/blob/main/COMMITTERS.rst#guidelines-to-become-an-airflow-committer\"\u003ecommitter requirements\u003c/a\u003e.\u003c/p\u003e\n\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eWhat goes into the next release?\u003c/h2\u003e\u003ca id=\"user-content-what-goes-into-the-next-release\" class=\"anchor\" aria-label=\"Permalink: What goes into the next release?\" href=\"#what-goes-into-the-next-release\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eOften you will see an issue that is assigned to specific milestone with Airflow version, or a PR that gets merged\nto the main branch and you might wonder which release the merged PR(s) will be released in or which release the fixed\nissues will be in. The answer to this is as usual - it depends on various scenarios. The answer is different for PRs and Issues.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eTo add a bit of context, we are following the \u003ca href=\"https://semver.org/\" rel=\"nofollow\"\u003eSemver\u003c/a\u003e versioning scheme as described in\n\u003ca href=\"https://airflow.apache.org/docs/apache-airflow/stable/release-process.html\" rel=\"nofollow\"\u003eAirflow release process\u003c/a\u003e. More\ndetails are explained in detail in this README under the \u003ca href=\"#semantic-versioning\"\u003eSemantic versioning\u003c/a\u003e chapter, but\nin short, we have \u003ccode\u003eMAJOR.MINOR.PATCH\u003c/code\u003e versions of Airflow.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ccode\u003eMAJOR\u003c/code\u003e version is incremented in case of breaking changes\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003eMINOR\u003c/code\u003e version is incremented when there are new features added\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003ePATCH\u003c/code\u003e version is incremented when there are only bug-fixes and doc-only changes\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eGenerally we release \u003ccode\u003eMINOR\u003c/code\u003e versions of Airflow from a branch that is named after the MINOR version. For example\n\u003ccode\u003e2.7.*\u003c/code\u003e releases are released from \u003ccode\u003ev2-7-stable\u003c/code\u003e branch, \u003ccode\u003e2.8.*\u003c/code\u003e releases are released from \u003ccode\u003ev2-8-stable\u003c/code\u003e\nbranch, etc.\u003c/p\u003e\n\u003col dir=\"auto\"\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eMost of the time in our release cycle, when the branch for next \u003ccode\u003eMINOR\u003c/code\u003e branch is not yet created, all\nPRs merged to \u003ccode\u003emain\u003c/code\u003e (unless they get reverted), will find their way to the next \u003ccode\u003eMINOR\u003c/code\u003e release. For example\nif the last release is \u003ccode\u003e2.7.3\u003c/code\u003e and \u003ccode\u003ev2-8-stable\u003c/code\u003e branch is not created yet, the next \u003ccode\u003eMINOR\u003c/code\u003e release\nis \u003ccode\u003e2.8.0\u003c/code\u003e and all PRs merged to main will be released in \u003ccode\u003e2.8.0\u003c/code\u003e. However, some PRs (bug-fixes and\ndoc-only changes) when merged, can be cherry-picked to current \u003ccode\u003eMINOR\u003c/code\u003e branch and released in the\nnext \u003ccode\u003ePATCHLEVEL\u003c/code\u003e release. For example, if \u003ccode\u003e2.8.1\u003c/code\u003e is already released and we are working on \u003ccode\u003e2.9.0dev\u003c/code\u003e, then\nmarking a PR with \u003ccode\u003e2.8.2\u003c/code\u003e milestone means that it will be cherry-picked to \u003ccode\u003ev2-8-test\u003c/code\u003e branch and\nreleased in \u003ccode\u003e2.8.2rc1\u003c/code\u003e, and eventually in \u003ccode\u003e2.8.2\u003c/code\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eWhen we prepare for the next \u003ccode\u003eMINOR\u003c/code\u003e release, we cut new \u003ccode\u003ev2-*-test\u003c/code\u003e and \u003ccode\u003ev2-*-stable\u003c/code\u003e branch\nand prepare \u003ccode\u003ealpha\u003c/code\u003e, \u003ccode\u003ebeta\u003c/code\u003e releases for the next \u003ccode\u003eMINOR\u003c/code\u003e version, the PRs merged to main will still be\nreleased in the next \u003ccode\u003eMINOR\u003c/code\u003e release until \u003ccode\u003erc\u003c/code\u003e version is cut. This is happening because the \u003ccode\u003ev2-*-test\u003c/code\u003e\nand \u003ccode\u003ev2-*-stable\u003c/code\u003e branches are rebased on top of main when next \u003ccode\u003ebeta\u003c/code\u003e and \u003ccode\u003erc\u003c/code\u003e releases are prepared.\nFor example, when we cut \u003ccode\u003e2.10.0beta1\u003c/code\u003e version, anything merged to main before \u003ccode\u003e2.10.0rc1\u003c/code\u003e is released,\nwill find its way to 2.10.0rc1.\u003c/p\u003e\n\u003c/li\u003e\n\u003cli\u003e\n\u003cp dir=\"auto\"\u003eThen, once we prepare the first RC candidate for the MINOR release, we stop moving the \u003ccode\u003ev2-*-test\u003c/code\u003e and\n\u003ccode\u003ev2-*-stable\u003c/code\u003e branches and the PRs merged to main will be released in the next \u003ccode\u003eMINOR\u003c/code\u003e release.\nHowever, some PRs (bug-fixes and doc-only changes) when merged, can be cherry-picked to current \u003ccode\u003eMINOR\u003c/code\u003e\nbranch and released in the next \u003ccode\u003ePATCHLEVEL\u003c/code\u003e release - for example when the last released version from \u003ccode\u003ev2-10-stable\u003c/code\u003e\nbranch is \u003ccode\u003e2.10.0rc1\u003c/code\u003e, some of the PRs from main can be marked as \u003ccode\u003e2.10.0\u003c/code\u003e milestone by committers,\nthe release manager will try to cherry-pick them into the release branch.\nIf successful, they will be released in \u003ccode\u003e2.10.0rc2\u003c/code\u003e and subsequently in \u003ccode\u003e2.10.0\u003c/code\u003e. This also applies to\nsubsequent \u003ccode\u003ePATCHLEVEL\u003c/code\u003e versions. When for example \u003ccode\u003e2.10.1\u003c/code\u003e is already released, marking a PR with\n\u003ccode\u003e2.10.2\u003c/code\u003e milestone will mean that it will be cherry-picked to \u003ccode\u003ev2-10-stable\u003c/code\u003e branch and released in \u003ccode\u003e2.10.2rc1\u003c/code\u003e\nand eventually in \u003ccode\u003e2.10.2\u003c/code\u003e.\u003c/p\u003e\n\u003c/li\u003e\n\u003c/ol\u003e\n\u003cp dir=\"auto\"\u003eThe final decision about cherry-picking is made by the release manager.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eMarking issues with a milestone is a bit different. Maintainers do not mark issues with a milestone usually,\nnormally they are only marked in PRs. If PR linked to the issue (and \"fixing it\") gets merged and released\nin a specific version following the process described above, the issue will be automatically closed, no\nmilestone will be set for the issue, you need to check the PR that fixed the issue to see which version\nit was released in.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eHowever, sometimes maintainers mark issues with specific milestone, which means that the\nissue is important to become a candidate to take a look when the release is being prepared. Since this is an\nOpen-Source project, where basically all contributors volunteer their time, there is no guarantee that specific\nissue will be fixed in specific version. We do not want to hold the release because some issue is not fixed,\nso in such case release manager will reassign such unfixed issues to the next milestone in case they are not\nfixed in time for the current release. Therefore, the milestone for issue is more of an intent that it should be\nlooked at, than promise it will be fixed in the version.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eMore context and \u003cstrong\u003eFAQ\u003c/strong\u003e about the patchlevel release can be found in the\n\u003ca href=\"/apache/airflow/blob/main/dev/WHAT_GOES_INTO_THE_NEXT_RELEASE.md\"\u003eWhat goes into the next release\u003c/a\u003e document in the \u003ccode\u003edev\u003c/code\u003e folder of the\nrepository.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eCan I use the Apache Airflow logo in my presentation?\u003c/h2\u003e\u003ca id=\"user-content-can-i-use-the-apache-airflow-logo-in-my-presentation\" class=\"anchor\" aria-label=\"Permalink: Can I use the Apache Airflow logo in my presentation?\" href=\"#can-i-use-the-apache-airflow-logo-in-my-presentation\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eYes! Be sure to abide by the Apache Foundation \u003ca href=\"https://www.apache.org/foundation/marks/#books\" rel=\"nofollow\"\u003etrademark policies\u003c/a\u003e and the Apache Airflow \u003ca href=\"https://cwiki.apache.org/confluence/display/AIRFLOW/Brandbook\" rel=\"nofollow\"\u003eBrandbook\u003c/a\u003e. The most up-to-date logos are found in \u003ca href=\"https://github.com/apache/airflow/tree/main/docs/apache-airflow/img/logos/\"\u003ethis repo\u003c/a\u003e and on the Apache Software Foundation \u003ca href=\"https://www.apache.org/logos/about.html\" rel=\"nofollow\"\u003ewebsite\u003c/a\u003e.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLinks\u003c/h2\u003e\u003ca id=\"user-content-links\" class=\"anchor\" aria-label=\"Permalink: Links\" href=\"#links\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://airflow.apache.org/docs/apache-airflow/stable/\" rel=\"nofollow\"\u003eDocumentation\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://s.apache.org/airflow-slack\" rel=\"nofollow\"\u003eChat\u003c/a\u003e\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://airflow.apache.org/community/\" rel=\"nofollow\"\u003eCommunity Information\u003c/a\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSponsors\u003c/h2\u003e\u003ca id=\"user-content-sponsors\" class=\"anchor\" aria-label=\"Permalink: Sponsors\" href=\"#sponsors\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe CI infrastructure for Apache Airflow has been sponsored by:\u003c/p\u003e\n\n\u003cp dir=\"auto\"\u003e\u003ca href=\"https://astronomer.io\" rel=\"nofollow\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/c3f83988277c185ad55d57e4d563c0133e775df83f10b75d1c928527778be983/68747470733a2f2f617373657473322e617374726f6e6f6d65722e696f2f6c6f676f732f6c6f676f466f724c494748546261636b67726f756e642e706e67\" alt=\"astronomer.io\" width=\"250px\" data-canonical-src=\"https://assets2.astronomer.io/logos/logoForLIGHTbackground.png\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\n\u003ca href=\"https://aws.amazon.com/opensource/\" rel=\"nofollow\"\u003e\u003cimg src=\"/apache/airflow/raw/main/docs/integration-logos/aws/AWS-Cloud-alt_light-bg@4x.png\" alt=\"AWS OpenSource\" width=\"130px\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\n\u003cp dir=\"auto\"\u003e\u003ca target=\"_blank\" rel=\"noopener noreferrer nofollow\" href=\"https://camo.githubusercontent.com/78f1264a64793301d1615a117fbfb36dc4ac3c1f5ef9be6104895273ae224d24/68747470733a2f2f7374617469632e73636172662e73682f612e706e673f782d707869643d31623561356533632d646138312d343266352d626566612d343264383336626631623534\"\u003e\u003cimg src=\"https://camo.githubusercontent.com/78f1264a64793301d1615a117fbfb36dc4ac3c1f5ef9be6104895273ae224d24/68747470733a2f2f7374617469632e73636172662e73682f612e706e673f782d707869643d31623561356533632d646138312d343266352d626566612d343264383336626631623534\" alt=\"Tracking Pixel\" data-canonical-src=\"https://static.scarf.sh/a.png?x-pxid=1b5a5e3c-da81-42f5-befa-42d836bf1b54\" style=\"max-width: 100%;\"\u003e\u003c/a\u003e\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"Apache Airflow","anchor":"apache-airflow","htmlText":"Apache Airflow"},{"level":2,"text":"Project Focus","anchor":"project-focus","htmlText":"Project Focus"},{"level":2,"text":"Principles","anchor":"principles","htmlText":"Principles"},{"level":2,"text":"Requirements","anchor":"requirements","htmlText":"Requirements"},{"level":2,"text":"Getting started","anchor":"getting-started","htmlText":"Getting started"},{"level":2,"text":"Installing from PyPI","anchor":"installing-from-pypi","htmlText":"Installing from PyPI"},{"level":2,"text":"Official source code","anchor":"official-source-code","htmlText":"Official source code"},{"level":2,"text":"Convenience packages","anchor":"convenience-packages","htmlText":"Convenience packages"},{"level":2,"text":"User Interface","anchor":"user-interface","htmlText":"User Interface"},{"level":2,"text":"Semantic versioning","anchor":"semantic-versioning","htmlText":"Semantic versioning"},{"level":2,"text":"Version Life Cycle","anchor":"version-life-cycle","htmlText":"Version Life Cycle"},{"level":2,"text":"Support for Python and Kubernetes versions","anchor":"support-for-python-and-kubernetes-versions","htmlText":"Support for Python and Kubernetes versions"},{"level":2,"text":"Base OS support for reference Airflow images","anchor":"base-os-support-for-reference-airflow-images","htmlText":"Base OS support for reference Airflow images"},{"level":2,"text":"Approach to dependencies of Airflow","anchor":"approach-to-dependencies-of-airflow","htmlText":"Approach to dependencies of Airflow"},{"level":3,"text":"Approach for dependencies for Airflow Core","anchor":"approach-for-dependencies-for-airflow-core","htmlText":"Approach for dependencies for Airflow Core"},{"level":3,"text":"Approach for dependencies in Airflow Providers and extras","anchor":"approach-for-dependencies-in-airflow-providers-and-extras","htmlText":"Approach for dependencies in Airflow Providers and extras"},{"level":2,"text":"Contributing","anchor":"contributing","htmlText":"Contributing"},{"level":2,"text":"Voting Policy","anchor":"voting-policy","htmlText":"Voting Policy"},{"level":2,"text":"Who uses Apache Airflow?","anchor":"who-uses-apache-airflow","htmlText":"Who uses Apache Airflow?"},{"level":2,"text":"Who maintains Apache Airflow?","anchor":"who-maintains-apache-airflow","htmlText":"Who maintains Apache Airflow?"},{"level":2,"text":"What goes into the next release?","anchor":"what-goes-into-the-next-release","htmlText":"What goes into the next release?"},{"level":2,"text":"Can I use the Apache Airflow logo in my presentation?","anchor":"can-i-use-the-apache-airflow-logo-in-my-presentation","htmlText":"Can I use the Apache Airflow logo in my presentation?"},{"level":2,"text":"Links","anchor":"links","htmlText":"Links"},{"level":2,"text":"Sponsors","anchor":"sponsors","htmlText":"Sponsors"}],"siteNavLoginPath":"/login?return_to=https%3A%2F%2Fgithub.com%2Fapache%2Fairflow"}},{"displayName":"CODE_OF_CONDUCT.md","repoName":"airflow","refName":"main","path":"CODE_OF_CONDUCT.md","preferredFileType":"code_of_conduct","tabName":"Code of 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src="https://camo.githubusercontent.com/07d520298c14ac6bc8dddade17afafaed0d60e240425ef5a7404cd209ae9b940/68747470733a2f2f736869656c64732e696f2f656e64706f696e743f75726c3d68747470733a2f2f6f737372616e6b2e636f6d2f736869656c642f36" alt="OSSRank" data-canonical-src="https://shields.io/endpoint?url=https://ossrank.com/shield/6" style="max-width: 100%;"></a></p> <themed-picture data-catalyst-inline="true"><picture width="500"> <img src="https://github.com/apache/airflow/raw/19ebcac2395ef9a6b6ded3a2faa29dc960c1e635/docs/apache-airflow/img/logos/wordmark_1.png?raw=true" alt="Apache Airflow logo"> </picture></themed-picture> <p dir="auto"><a href="https://airflow.apache.org/docs/apache-airflow/stable/" rel="nofollow">Apache Airflow</a> (or simply Airflow) is a platform to programmatically author, schedule, and monitor workflows.</p> <p dir="auto">When workflows are defined as code, they become more maintainable, versionable, testable, and collaborative.</p> <p dir="auto">Use Airflow to author workflows as directed acyclic graphs (DAGs) of tasks. The Airflow scheduler executes your tasks on an array of workers while following the specified dependencies. Rich command line utilities make performing complex surgeries on DAGs a snap. The rich user interface makes it easy to visualize pipelines running in production, monitor progress, and troubleshoot issues when needed.</p> <p dir="auto"><strong>Table of contents</strong></p> <ul dir="auto"> <li><a href="#project-focus">Project Focus</a></li> <li><a href="#principles">Principles</a></li> <li><a href="#requirements">Requirements</a></li> <li><a href="#getting-started">Getting started</a></li> <li><a href="#installing-from-pypi">Installing from PyPI</a></li> <li><a href="#official-source-code">Official source code</a></li> <li><a href="#convenience-packages">Convenience packages</a></li> <li><a href="#user-interface">User Interface</a></li> <li><a href="#semantic-versioning">Semantic versioning</a></li> <li><a href="#version-life-cycle">Version Life Cycle</a></li> <li><a href="#support-for-python-and-kubernetes-versions">Support for Python and Kubernetes versions</a></li> <li><a href="#base-os-support-for-reference-airflow-images">Base OS support for reference Airflow images</a></li> <li><a href="#approach-to-dependencies-of-airflow">Approach to dependencies of Airflow</a></li> <li><a href="#contributing">Contributing</a></li> <li><a href="#voting-policy">Voting Policy</a></li> <li><a href="#who-uses-apache-airflow">Who uses Apache Airflow?</a></li> <li><a href="#who-maintains-apache-airflow">Who maintains Apache Airflow?</a></li> <li><a href="#what-goes-into-the-next-release">What goes into the next release?</a></li> <li><a href="#can-i-use-the-apache-airflow-logo-in-my-presentation">Can I use the Apache Airflow logo in my presentation?</a></li> <li><a href="#links">Links</a></li> <li><a href="#sponsors">Sponsors</a></li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Project Focus</h2><a id="user-content-project-focus" class="anchor" aria-label="Permalink: Project Focus" href="#project-focus"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Airflow works best with workflows that are mostly static and slowly changing. When the DAG structure is similar from one run to the next, it clarifies the unit of work and continuity. Other similar projects include <a href="https://github.com/spotify/luigi">Luigi</a>, <a href="https://oozie.apache.org/" rel="nofollow">Oozie</a> and <a href="https://azkaban.github.io/" rel="nofollow">Azkaban</a>.</p> <p dir="auto">Airflow is commonly used to process data, but has the opinion that tasks should ideally be idempotent (i.e., results of the task will be the same, and will not create duplicated data in a destination system), and should not pass large quantities of data from one task to the next (though tasks can pass metadata using Airflow's <a href="https://airflow.apache.org/docs/apache-airflow/stable/concepts/xcoms.html" rel="nofollow">XCom feature</a>). For high-volume, data-intensive tasks, a best practice is to delegate to external services specializing in that type of work.</p> <p dir="auto">Airflow is not a streaming solution, but it is often used to process real-time data, pulling data off streams in batches.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Principles</h2><a id="user-content-principles" class="anchor" aria-label="Permalink: Principles" href="#principles"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><strong>Dynamic</strong>: Airflow pipelines are configuration as code (Python), allowing for dynamic pipeline generation. This allows for writing code that instantiates pipelines dynamically.</li> <li><strong>Extensible</strong>: Easily define your own operators, executors and extend the library so that it fits the level of abstraction that suits your environment.</li> <li><strong>Elegant</strong>: Airflow pipelines are lean and explicit. Parameterizing your scripts is built into the core of Airflow using the powerful <strong>Jinja</strong> templating engine.</li> <li><strong>Scalable</strong>: Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Requirements</h2><a id="user-content-requirements" class="anchor" aria-label="Permalink: Requirements" href="#requirements"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Apache Airflow is tested with:</p> <markdown-accessiblity-table><table> <thead> <tr> <th></th> <th>Main version (dev)</th> <th>Stable version (2.10.3)</th> </tr> </thead> <tbody> <tr> <td>Python</td> <td>3.9, 3.10, 3.11, 3.12</td> <td>3.8, 3.9, 3.10, 3.11, 3.12</td> </tr> <tr> <td>Platform</td> <td>AMD64/ARM64(*)</td> <td>AMD64/ARM64(*)</td> </tr> <tr> <td>Kubernetes</td> <td>1.28, 1.29, 1.30, 1.31</td> <td>1.27, 1.28, 1.29, 1.30</td> </tr> <tr> <td>PostgreSQL</td> <td>13, 14, 15, 16, 17</td> <td>12, 13, 14, 15, 16</td> </tr> <tr> <td>MySQL</td> <td>8.0, 8.4, Innovation</td> <td>8.0, 8.4, Innovation</td> </tr> <tr> <td>SQLite</td> <td>3.15.0+</td> <td>3.15.0+</td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">* Experimental</p> <p dir="auto"><strong>Note</strong>: MariaDB is not tested/recommended.</p> <p dir="auto"><strong>Note</strong>: SQLite is used in Airflow tests. Do not use it in production. We recommend using the latest stable version of SQLite for local development.</p> <p dir="auto"><strong>Note</strong>: Airflow currently can be run on POSIX-compliant Operating Systems. For development, it is regularly tested on fairly modern Linux Distros and recent versions of macOS. On Windows you can run it via WSL2 (Windows Subsystem for Linux 2) or via Linux Containers. The work to add Windows support is tracked via <a href="https://github.com/apache/airflow/issues/10388" data-hovercard-type="issue" data-hovercard-url="/apache/airflow/issues/10388/hovercard">#10388</a>, but it is not a high priority. You should only use Linux-based distros as "Production" execution environment as this is the only environment that is supported. The only distro that is used in our CI tests and that is used in the <a href="https://hub.docker.com/p/apache/airflow" rel="nofollow">Community managed DockerHub image</a> is <code>Debian Bookworm</code>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Getting started</h2><a id="user-content-getting-started" class="anchor" aria-label="Permalink: Getting started" href="#getting-started"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Visit the official Airflow website documentation (latest <strong>stable</strong> release) for help with <a href="https://airflow.apache.org/docs/apache-airflow/stable/installation/" rel="nofollow">installing Airflow</a>, <a href="https://airflow.apache.org/docs/apache-airflow/stable/start.html" rel="nofollow">getting started</a>, or walking through a more complete <a href="https://airflow.apache.org/docs/apache-airflow/stable/tutorial/" rel="nofollow">tutorial</a>.</p> <blockquote> <p dir="auto">Note: If you're looking for documentation for the main branch (latest development branch): you can find it on <a href="https://s.apache.org/airflow-docs/" rel="nofollow">s.apache.org/airflow-docs</a>.</p> </blockquote> <p dir="auto">For more information on Airflow Improvement Proposals (AIPs), visit the <a href="https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Improvement+Proposals" rel="nofollow">Airflow Wiki</a>.</p> <p dir="auto">Documentation for dependent projects like provider packages, Docker image, Helm Chart, you'll find it in <a href="https://airflow.apache.org/docs/" rel="nofollow">the documentation index</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Installing from PyPI</h2><a id="user-content-installing-from-pypi" class="anchor" aria-label="Permalink: Installing from PyPI" href="#installing-from-pypi"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">We publish Apache Airflow as <code>apache-airflow</code> package in PyPI. Installing it however might be sometimes tricky because Airflow is a bit of both a library and application. Libraries usually keep their dependencies open, and applications usually pin them, but we should do neither and both simultaneously. We decided to keep our dependencies as open as possible (in <code>pyproject.toml</code>) so users can install different versions of libraries if needed. This means that <code>pip install apache-airflow</code> will not work from time to time or will produce unusable Airflow installation.</p> <p dir="auto">To have repeatable installation, however, we keep a set of "known-to-be-working" constraint files in the orphan <code>constraints-main</code> and <code>constraints-2-0</code> branches. We keep those "known-to-be-working" constraints files separately per major/minor Python version. You can use them as constraint files when installing Airflow from PyPI. Note that you have to specify correct Airflow tag/version/branch and Python versions in the URL.</p> <ol dir="auto"> <li>Installing just Airflow:</li> </ol> <blockquote> <p dir="auto">Note: Only <code>pip</code> installation is currently officially supported.</p> </blockquote> <p dir="auto">While it is possible to install Airflow with tools like <a href="https://python-poetry.org" rel="nofollow">Poetry</a> or <a href="https://pypi.org/project/pip-tools" rel="nofollow">pip-tools</a>, they do not share the same workflow as <code>pip</code> - especially when it comes to constraint vs. requirements management. Installing via <code>Poetry</code> or <code>pip-tools</code> is not currently supported.</p> <p dir="auto">There are known issues with <code>bazel</code> that might lead to circular dependencies when using it to install Airflow. Please switch to <code>pip</code> if you encounter such problems. <code>Bazel</code> community works on fixing the problem in <code>this PR <https://github.com/bazelbuild/rules_python/pull/1166></code>_ so it might be that newer versions of <code>bazel</code> will handle it.</p> <p dir="auto">If you wish to install Airflow using those tools, you should use the constraint files and convert them to the appropriate format and workflow that your tool requires.</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install 'apache-airflow==2.10.3' \ --constraint "https://raw.githubusercontent.com/apache/airflow/constraints-2.10.3/constraints-3.9.txt""><pre>pip install <span class="pl-s"><span class="pl-pds">'</span>apache-airflow==2.10.3<span class="pl-pds">'</span></span> \ --constraint <span class="pl-s"><span class="pl-pds">"</span>https://raw.githubusercontent.com/apache/airflow/constraints-2.10.3/constraints-3.9.txt<span class="pl-pds">"</span></span></pre></div> <ol start="2" dir="auto"> <li>Installing with extras (i.e., postgres, google)</li> </ol> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="pip install 'apache-airflow[postgres,google]==2.10.3' \ --constraint "https://raw.githubusercontent.com/apache/airflow/constraints-2.10.3/constraints-3.9.txt""><pre>pip install <span class="pl-s"><span class="pl-pds">'</span>apache-airflow[postgres,google]==2.10.3<span class="pl-pds">'</span></span> \ --constraint <span class="pl-s"><span class="pl-pds">"</span>https://raw.githubusercontent.com/apache/airflow/constraints-2.10.3/constraints-3.9.txt<span class="pl-pds">"</span></span></pre></div> <p dir="auto">For information on installing provider packages, check <a href="http://airflow.apache.org/docs/apache-airflow-providers/index.html" rel="nofollow">providers</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Official source code</h2><a id="user-content-official-source-code" class="anchor" aria-label="Permalink: Official source code" href="#official-source-code"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Apache Airflow is an <a href="https://www.apache.org" rel="nofollow">Apache Software Foundation</a> (ASF) project, and our official source code releases:</p> <ul dir="auto"> <li>Follow the <a href="https://www.apache.org/legal/release-policy.html" rel="nofollow">ASF Release Policy</a></li> <li>Can be downloaded from <a href="https://downloads.apache.org/airflow" rel="nofollow">the ASF Distribution Directory</a></li> <li>Are cryptographically signed by the release manager</li> <li>Are officially voted on by the PMC members during the <a href="https://www.apache.org/legal/release-policy.html#release-approval" rel="nofollow">Release Approval Process</a></li> </ul> <p dir="auto">Following the ASF rules, the source packages released must be sufficient for a user to build and test the release provided they have access to the appropriate platform and tools.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Convenience packages</h2><a id="user-content-convenience-packages" class="anchor" aria-label="Permalink: Convenience packages" href="#convenience-packages"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">There are other ways of installing and using Airflow. Those are "convenience" methods - they are not "official releases" as stated by the <code>ASF Release Policy</code>, but they can be used by the users who do not want to build the software themselves.</p> <p dir="auto">Those are - in the order of most common ways people install Airflow:</p> <ul dir="auto"> <li><a href="https://pypi.org/project/apache-airflow/" rel="nofollow">PyPI releases</a> to install Airflow using standard <code>pip</code> tool</li> <li><a href="https://hub.docker.com/r/apache/airflow" rel="nofollow">Docker Images</a> to install airflow via <code>docker</code> tool, use them in Kubernetes, Helm Charts, <code>docker-compose</code>, <code>docker swarm</code>, etc. You can read more about using, customizing, and extending the images in the <a href="https://airflow.apache.org/docs/docker-stack/index.html" rel="nofollow">Latest docs</a>, and learn details on the internals in the <a href="https://airflow.apache.org/docs/docker-stack/index.html" rel="nofollow">images</a> document.</li> <li><a href="https://github.com/apache/airflow/tags">Tags in GitHub</a> to retrieve the git project sources that were used to generate official source packages via git</li> </ul> <p dir="auto">All those artifacts are not official releases, but they are prepared using officially released sources. Some of those artifacts are "development" or "pre-release" ones, and they are clearly marked as such following the ASF Policy.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">User Interface</h2><a id="user-content-user-interface" class="anchor" aria-label="Permalink: User Interface" href="#user-interface"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li> <p dir="auto"><strong>DAGs</strong>: Overview of all DAGs in your environment.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer nofollow" href="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/dags.png"><img src="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/dags.png" alt="DAGs" style="max-width: 100%;"></a></p> </li> <li> <p dir="auto"><strong>Grid</strong>: Grid representation of a DAG that spans across time.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer nofollow" href="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/grid.png"><img src="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/grid.png" alt="Grid" style="max-width: 100%;"></a></p> </li> <li> <p dir="auto"><strong>Graph</strong>: Visualization of a DAG's dependencies and their current status for a specific run.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer nofollow" href="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/graph.png"><img src="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/graph.png" alt="Graph" style="max-width: 100%;"></a></p> </li> <li> <p dir="auto"><strong>Task Duration</strong>: Total time spent on different tasks over time.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer nofollow" href="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/duration.png"><img src="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/duration.png" alt="Task Duration" style="max-width: 100%;"></a></p> </li> <li> <p dir="auto"><strong>Gantt</strong>: Duration and overlap of a DAG.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer nofollow" href="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/gantt.png"><img src="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/gantt.png" alt="Gantt" style="max-width: 100%;"></a></p> </li> <li> <p dir="auto"><strong>Code</strong>: Quick way to view source code of a DAG.</p> <p dir="auto"><a target="_blank" rel="noopener noreferrer nofollow" href="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/code.png"><img src="https://raw.githubusercontent.com/apache/airflow/main/docs/apache-airflow/img/code.png" alt="Code" style="max-width: 100%;"></a></p> </li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Semantic versioning</h2><a id="user-content-semantic-versioning" class="anchor" aria-label="Permalink: Semantic versioning" href="#semantic-versioning"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">As of Airflow 2.0.0, we support a strict <a href="https://semver.org/" rel="nofollow">SemVer</a> approach for all packages released.</p> <p dir="auto">There are few specific rules that we agreed to that define details of versioning of the different packages:</p> <ul dir="auto"> <li><strong>Airflow</strong>: SemVer rules apply to core airflow only (excludes any changes to providers). Changing limits for versions of Airflow dependencies is not a breaking change on its own.</li> <li><strong>Airflow Providers</strong>: SemVer rules apply to changes in the particular provider's code only. SemVer MAJOR and MINOR versions for the packages are independent of the Airflow version. For example, <code>google 4.1.0</code> and <code>amazon 3.0.3</code> providers can happily be installed with <code>Airflow 2.1.2</code>. If there are limits of cross-dependencies between providers and Airflow packages, they are present in providers as <code>install_requires</code> limitations. We aim to keep backwards compatibility of providers with all previously released Airflow 2 versions but there will sometimes be breaking changes that might make some, or all providers, have minimum Airflow version specified.</li> <li><strong>Airflow Helm Chart</strong>: SemVer rules apply to changes in the chart only. SemVer MAJOR and MINOR versions for the chart are independent of the Airflow version. We aim to keep backwards compatibility of the Helm Chart with all released Airflow 2 versions, but some new features might only work starting from specific Airflow releases. We might however limit the Helm Chart to depend on minimal Airflow version.</li> <li><strong>Airflow API clients</strong>: Their versioning is independent from Airflow versions. They follow their own SemVer rules for breaking changes and new features - which for example allows to change the way we generate the clients.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Version Life Cycle</h2><a id="user-content-version-life-cycle" class="anchor" aria-label="Permalink: Version Life Cycle" href="#version-life-cycle"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Apache Airflow version life cycle:</p> <markdown-accessiblity-table><table> <thead> <tr> <th>Version</th> <th>Current Patch/Minor</th> <th>State</th> <th>First Release</th> <th>Limited Support</th> <th>EOL/Terminated</th> </tr> </thead> <tbody> <tr> <td>2</td> <td>2.10.3</td> <td>Supported</td> <td>Dec 17, 2020</td> <td>TBD</td> <td>TBD</td> </tr> <tr> <td>1.10</td> <td>1.10.15</td> <td>EOL</td> <td>Aug 27, 2018</td> <td>Dec 17, 2020</td> <td>June 17, 2021</td> </tr> <tr> <td>1.9</td> <td>1.9.0</td> <td>EOL</td> <td>Jan 03, 2018</td> <td>Aug 27, 2018</td> <td>Aug 27, 2018</td> </tr> <tr> <td>1.8</td> <td>1.8.2</td> <td>EOL</td> <td>Mar 19, 2017</td> <td>Jan 03, 2018</td> <td>Jan 03, 2018</td> </tr> <tr> <td>1.7</td> <td>1.7.1.2</td> <td>EOL</td> <td>Mar 28, 2016</td> <td>Mar 19, 2017</td> <td>Mar 19, 2017</td> </tr> </tbody> </table></markdown-accessiblity-table> <p dir="auto">Limited support versions will be supported with security and critical bug fix only. EOL versions will not get any fixes nor support. We always recommend that all users run the latest available minor release for whatever major version is in use. We <strong>highly</strong> recommend upgrading to the latest Airflow major release at the earliest convenient time and before the EOL date.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Support for Python and Kubernetes versions</h2><a id="user-content-support-for-python-and-kubernetes-versions" class="anchor" aria-label="Permalink: Support for Python and Kubernetes versions" href="#support-for-python-and-kubernetes-versions"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">As of Airflow 2.0, we agreed to certain rules we follow for Python and Kubernetes support. They are based on the official release schedule of Python and Kubernetes, nicely summarized in the <a href="https://devguide.python.org/#status-of-python-branches" rel="nofollow">Python Developer's Guide</a> and <a href="https://kubernetes.io/docs/setup/release/version-skew-policy/" rel="nofollow">Kubernetes version skew policy</a>.</p> <ol dir="auto"> <li> <p dir="auto">We drop support for Python and Kubernetes versions when they reach EOL. Except for Kubernetes, a version stays supported by Airflow if two major cloud providers still provide support for it. We drop support for those EOL versions in main right after EOL date, and it is effectively removed when we release the first new MINOR (Or MAJOR if there is no new MINOR version) of Airflow. For example, for Python 3.9 it means that we will drop support in main right after 27.06.2023, and the first MAJOR or MINOR version of Airflow released after will not have it.</p> </li> <li> <p dir="auto">We support a new version of Python/Kubernetes in main after they are officially released, as soon as we make them work in our CI pipeline (which might not be immediate due to dependencies catching up with new versions of Python mostly) we release new images/support in Airflow based on the working CI setup.</p> </li> <li> <p dir="auto">This policy is best-effort which means there may be situations where we might terminate support earlier if circumstances require it.</p> </li> </ol> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Base OS support for reference Airflow images</h2><a id="user-content-base-os-support-for-reference-airflow-images" class="anchor" aria-label="Permalink: Base OS support for reference Airflow images" href="#base-os-support-for-reference-airflow-images"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The Airflow Community provides conveniently packaged container images that are published whenever we publish an Apache Airflow release. Those images contain:</p> <ul dir="auto"> <li>Base OS with necessary packages to install Airflow (stable Debian OS)</li> <li>Base Python installation in versions supported at the time of release for the MINOR version of Airflow released (so there could be different versions for 2.3 and 2.2 line for example)</li> <li>Libraries required to connect to supported Databases (again the set of databases supported depends on the MINOR version of Airflow)</li> <li>Predefined set of popular providers (for details see the <a href="https://raw.githubusercontent.com/apache/airflow/main/Dockerfile" rel="nofollow">Dockerfile</a>).</li> <li>Possibility of building your own, custom image where the user can choose their own set of providers and libraries (see <a href="https://airflow.apache.org/docs/docker-stack/build.html" rel="nofollow">Building the image</a>)</li> <li>In the future Airflow might also support a "slim" version without providers nor database clients installed</li> </ul> <p dir="auto">The version of the base OS image is the stable version of Debian. Airflow supports using all currently active stable versions - as soon as all Airflow dependencies support building, and we set up the CI pipeline for building and testing the OS version. Approximately 6 months before the end-of-regular support of a previous stable version of the OS, Airflow switches the images released to use the latest supported version of the OS.</p> <p dir="auto">For example switch from <code>Debian Bullseye</code> to <code>Debian Bookworm</code> has been implemented before 2.8.0 release in October 2023 and <code>Debian Bookworm</code> will be the only option supported as of Airflow 2.10.0.</p> <p dir="auto">Users will continue to be able to build their images using stable Debian releases until the end of regular support and building and verifying of the images happens in our CI but no unit tests were executed using this image in the <code>main</code> branch.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Approach to dependencies of Airflow</h2><a id="user-content-approach-to-dependencies-of-airflow" class="anchor" aria-label="Permalink: Approach to dependencies of Airflow" href="#approach-to-dependencies-of-airflow"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Airflow has a lot of dependencies - direct and transitive, also Airflow is both - library and application, therefore our policies to dependencies has to include both - stability of installation of application, but also ability to install newer version of dependencies for those users who develop DAGs. We developed the approach where <code>constraints</code> are used to make sure airflow can be installed in a repeatable way, while we do not limit our users to upgrade most of the dependencies. As a result we decided not to upper-bound version of Airflow dependencies by default, unless we have good reasons to believe upper-bounding them is needed because of importance of the dependency as well as risk it involves to upgrade specific dependency. We also upper-bound the dependencies that we know cause problems.</p> <p dir="auto">The constraint mechanism of ours takes care about finding and upgrading all the non-upper bound dependencies automatically (providing that all the tests pass). Our <code>main</code> build failures will indicate in case there are versions of dependencies that break our tests - indicating that we should either upper-bind them or that we should fix our code/tests to account for the upstream changes from those dependencies.</p> <p dir="auto">Whenever we upper-bound such a dependency, we should always comment why we are doing it - i.e. we should have a good reason why dependency is upper-bound. And we should also mention what is the condition to remove the binding.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Approach for dependencies for Airflow Core</h3><a id="user-content-approach-for-dependencies-for-airflow-core" class="anchor" aria-label="Permalink: Approach for dependencies for Airflow Core" href="#approach-for-dependencies-for-airflow-core"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Those dependencies are maintained in <code>pyproject.toml</code>.</p> <p dir="auto">There are few dependencies that we decided are important enough to upper-bound them by default, as they are known to follow predictable versioning scheme, and we know that new versions of those are very likely to bring breaking changes. We commit to regularly review and attempt to upgrade to the newer versions of the dependencies as they are released, but this is manual process.</p> <p dir="auto">The important dependencies are:</p> <ul dir="auto"> <li><code>SQLAlchemy</code>: upper-bound to specific MINOR version (SQLAlchemy is known to remove deprecations and introduce breaking changes especially that support for different Databases varies and changes at various speed)</li> <li><code>Alembic</code>: it is important to handle our migrations in predictable and performant way. It is developed together with SQLAlchemy. Our experience with Alembic is that it very stable in MINOR version</li> <li><code>Flask</code>: We are using Flask as the back-bone of our web UI and API. We know major version of Flask are very likely to introduce breaking changes across those so limiting it to MAJOR version makes sense</li> <li><code>werkzeug</code>: the library is known to cause problems in new versions. It is tightly coupled with Flask libraries, and we should update them together</li> <li><code>celery</code>: Celery is a crucial component of Airflow as it used for CeleryExecutor (and similar). Celery <a href="https://docs.celeryq.dev/en/stable/contributing.html?highlight=semver#versions" rel="nofollow">follows SemVer</a>, so we should upper-bound it to the next MAJOR version. Also, when we bump the upper version of the library, we should make sure Celery Provider minimum Airflow version is updated.</li> <li><code>kubernetes</code>: Kubernetes is a crucial component of Airflow as it is used for the KubernetesExecutor (and similar). Kubernetes Python library <a href="https://github.com/kubernetes-client/python#compatibility">follows SemVer</a>, so we should upper-bound it to the next MAJOR version. Also, when we bump the upper version of the library, we should make sure Kubernetes Provider minimum Airflow version is updated.</li> </ul> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Approach for dependencies in Airflow Providers and extras</h3><a id="user-content-approach-for-dependencies-in-airflow-providers-and-extras" class="anchor" aria-label="Permalink: Approach for dependencies in Airflow Providers and extras" href="#approach-for-dependencies-in-airflow-providers-and-extras"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The main part of the Airflow is the Airflow Core, but the power of Airflow also comes from a number of providers that extend the core functionality and are released separately, even if we keep them (for now) in the same monorepo for convenience. You can read more about the providers in the <a href="https://airflow.apache.org/docs/apache-airflow-providers/index.html" rel="nofollow">Providers documentation</a>. We also have set of policies implemented for maintaining and releasing community-managed providers as well as the approach for community vs. 3rd party providers in the <a href="https://github.com/apache/airflow/blob/main/PROVIDERS.rst">providers</a> document.</p> <p dir="auto">Those <code>extras</code> and <code>providers</code> dependencies are maintained in <code>provider.yaml</code> of each provider.</p> <p dir="auto">By default, we should not upper-bound dependencies for providers, however each provider's maintainer might decide to add additional limits (and justify them with comment).</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Contributing</h2><a id="user-content-contributing" class="anchor" aria-label="Permalink: Contributing" href="#contributing"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Want to help build Apache Airflow? Check out our <a href="https://github.com/apache/airflow/blob/main/contributing-docs/README.rst">contributors' guide</a> for a comprehensive overview of how to contribute, including setup instructions, coding standards, and pull request guidelines.</p> <p dir="auto">If you can't wait to contribute, and want to get started asap, check out the <a href="https://github.com/apache/airflow/blob/main/contributing-docs/03_contributors_quick_start.rst">contribution quickstart</a> here!</p> <p dir="auto">Official Docker (container) images for Apache Airflow are described in <a href="/apache/airflow/blob/main/dev/breeze/doc/ci/02_images.md">images</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Voting Policy</h2><a id="user-content-voting-policy" class="anchor" aria-label="Permalink: Voting Policy" href="#voting-policy"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li>Commits need a +1 vote from a committer who is not the author</li> <li>When we do AIP voting, both PMC member's and committer's <code>+1s</code> are considered a binding vote.</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Who uses Apache Airflow?</h2><a id="user-content-who-uses-apache-airflow" class="anchor" aria-label="Permalink: Who uses Apache Airflow?" href="#who-uses-apache-airflow"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">We know about around 500 organizations that are using Apache Airflow (but there are likely many more) <a href="https://github.com/apache/airflow/blob/main/INTHEWILD.md">in the wild</a>.</p> <p dir="auto">If you use Airflow - feel free to make a PR to add your organisation to the list.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Who maintains Apache Airflow?</h2><a id="user-content-who-maintains-apache-airflow" class="anchor" aria-label="Permalink: Who maintains Apache Airflow?" href="#who-maintains-apache-airflow"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Airflow is the work of the <a href="https://github.com/apache/airflow/graphs/contributors">community</a>, but the <a href="https://people.apache.org/committers-by-project.html#airflow" rel="nofollow">core committers/maintainers</a> are responsible for reviewing and merging PRs as well as steering conversations around new feature requests. If you would like to become a maintainer, please review the Apache Airflow <a href="https://github.com/apache/airflow/blob/main/COMMITTERS.rst#guidelines-to-become-an-airflow-committer">committer requirements</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">What goes into the next release?</h2><a id="user-content-what-goes-into-the-next-release" class="anchor" aria-label="Permalink: What goes into the next release?" href="#what-goes-into-the-next-release"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Often you will see an issue that is assigned to specific milestone with Airflow version, or a PR that gets merged to the main branch and you might wonder which release the merged PR(s) will be released in or which release the fixed issues will be in. The answer to this is as usual - it depends on various scenarios. The answer is different for PRs and Issues.</p> <p dir="auto">To add a bit of context, we are following the <a href="https://semver.org/" rel="nofollow">Semver</a> versioning scheme as described in <a href="https://airflow.apache.org/docs/apache-airflow/stable/release-process.html" rel="nofollow">Airflow release process</a>. More details are explained in detail in this README under the <a href="#semantic-versioning">Semantic versioning</a> chapter, but in short, we have <code>MAJOR.MINOR.PATCH</code> versions of Airflow.</p> <ul dir="auto"> <li><code>MAJOR</code> version is incremented in case of breaking changes</li> <li><code>MINOR</code> version is incremented when there are new features added</li> <li><code>PATCH</code> version is incremented when there are only bug-fixes and doc-only changes</li> </ul> <p dir="auto">Generally we release <code>MINOR</code> versions of Airflow from a branch that is named after the MINOR version. For example <code>2.7.*</code> releases are released from <code>v2-7-stable</code> branch, <code>2.8.*</code> releases are released from <code>v2-8-stable</code> branch, etc.</p> <ol dir="auto"> <li> <p dir="auto">Most of the time in our release cycle, when the branch for next <code>MINOR</code> branch is not yet created, all PRs merged to <code>main</code> (unless they get reverted), will find their way to the next <code>MINOR</code> release. For example if the last release is <code>2.7.3</code> and <code>v2-8-stable</code> branch is not created yet, the next <code>MINOR</code> release is <code>2.8.0</code> and all PRs merged to main will be released in <code>2.8.0</code>. However, some PRs (bug-fixes and doc-only changes) when merged, can be cherry-picked to current <code>MINOR</code> branch and released in the next <code>PATCHLEVEL</code> release. For example, if <code>2.8.1</code> is already released and we are working on <code>2.9.0dev</code>, then marking a PR with <code>2.8.2</code> milestone means that it will be cherry-picked to <code>v2-8-test</code> branch and released in <code>2.8.2rc1</code>, and eventually in <code>2.8.2</code>.</p> </li> <li> <p dir="auto">When we prepare for the next <code>MINOR</code> release, we cut new <code>v2-*-test</code> and <code>v2-*-stable</code> branch and prepare <code>alpha</code>, <code>beta</code> releases for the next <code>MINOR</code> version, the PRs merged to main will still be released in the next <code>MINOR</code> release until <code>rc</code> version is cut. This is happening because the <code>v2-*-test</code> and <code>v2-*-stable</code> branches are rebased on top of main when next <code>beta</code> and <code>rc</code> releases are prepared. For example, when we cut <code>2.10.0beta1</code> version, anything merged to main before <code>2.10.0rc1</code> is released, will find its way to 2.10.0rc1.</p> </li> <li> <p dir="auto">Then, once we prepare the first RC candidate for the MINOR release, we stop moving the <code>v2-*-test</code> and <code>v2-*-stable</code> branches and the PRs merged to main will be released in the next <code>MINOR</code> release. However, some PRs (bug-fixes and doc-only changes) when merged, can be cherry-picked to current <code>MINOR</code> branch and released in the next <code>PATCHLEVEL</code> release - for example when the last released version from <code>v2-10-stable</code> branch is <code>2.10.0rc1</code>, some of the PRs from main can be marked as <code>2.10.0</code> milestone by committers, the release manager will try to cherry-pick them into the release branch. If successful, they will be released in <code>2.10.0rc2</code> and subsequently in <code>2.10.0</code>. This also applies to subsequent <code>PATCHLEVEL</code> versions. When for example <code>2.10.1</code> is already released, marking a PR with <code>2.10.2</code> milestone will mean that it will be cherry-picked to <code>v2-10-stable</code> branch and released in <code>2.10.2rc1</code> and eventually in <code>2.10.2</code>.</p> </li> </ol> <p dir="auto">The final decision about cherry-picking is made by the release manager.</p> <p dir="auto">Marking issues with a milestone is a bit different. Maintainers do not mark issues with a milestone usually, normally they are only marked in PRs. If PR linked to the issue (and "fixing it") gets merged and released in a specific version following the process described above, the issue will be automatically closed, no milestone will be set for the issue, you need to check the PR that fixed the issue to see which version it was released in.</p> <p dir="auto">However, sometimes maintainers mark issues with specific milestone, which means that the issue is important to become a candidate to take a look when the release is being prepared. Since this is an Open-Source project, where basically all contributors volunteer their time, there is no guarantee that specific issue will be fixed in specific version. We do not want to hold the release because some issue is not fixed, so in such case release manager will reassign such unfixed issues to the next milestone in case they are not fixed in time for the current release. Therefore, the milestone for issue is more of an intent that it should be looked at, than promise it will be fixed in the version.</p> <p dir="auto">More context and <strong>FAQ</strong> about the patchlevel release can be found in the <a href="/apache/airflow/blob/main/dev/WHAT_GOES_INTO_THE_NEXT_RELEASE.md">What goes into the next release</a> document in the <code>dev</code> folder of the repository.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Can I use the Apache Airflow logo in my presentation?</h2><a id="user-content-can-i-use-the-apache-airflow-logo-in-my-presentation" class="anchor" aria-label="Permalink: Can I use the Apache Airflow logo in my presentation?" href="#can-i-use-the-apache-airflow-logo-in-my-presentation"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Yes! Be sure to abide by the Apache Foundation <a href="https://www.apache.org/foundation/marks/#books" rel="nofollow">trademark policies</a> and the Apache Airflow <a href="https://cwiki.apache.org/confluence/display/AIRFLOW/Brandbook" rel="nofollow">Brandbook</a>. The most up-to-date logos are found in <a href="https://github.com/apache/airflow/tree/main/docs/apache-airflow/img/logos/">this repo</a> and on the Apache Software Foundation <a href="https://www.apache.org/logos/about.html" rel="nofollow">website</a>.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Links</h2><a id="user-content-links" class="anchor" aria-label="Permalink: Links" href="#links"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 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9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The CI infrastructure for Apache Airflow has been sponsored by:</p> <p dir="auto"><a href="https://astronomer.io" rel="nofollow"><img src="https://camo.githubusercontent.com/c3f83988277c185ad55d57e4d563c0133e775df83f10b75d1c928527778be983/68747470733a2f2f617373657473322e617374726f6e6f6d65722e696f2f6c6f676f732f6c6f676f466f724c494748546261636b67726f756e642e706e67" alt="astronomer.io" width="250px" data-canonical-src="https://assets2.astronomer.io/logos/logoForLIGHTbackground.png" style="max-width: 100%;"></a> <a href="https://aws.amazon.com/opensource/" rel="nofollow"><img src="/apache/airflow/raw/main/docs/integration-logos/aws/AWS-Cloud-alt_light-bg@4x.png" alt="AWS OpenSource" 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