incubator-airflow/README.md

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# Apache Airflow
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Apache Airflow (or simply Airflow) is a platform to programmatically author, schedule, and monitor workflows.
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When workflows are defined as code, they become more maintainable,
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versionable, testable, and collaborative.
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.
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## Getting started
Please visit the Airflow Platform documentation (latest **stable** release) for help with [installing Airflow](https://airflow.apache.org/installation.html), getting a [quick start](https://airflow.apache.org/start.html), or a more complete [tutorial](https://airflow.apache.org/tutorial.html).
Documentation of GitHub master (latest development branch): [ReadTheDocs Documentation](https://airflow.readthedocs.io/en/latest/)
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For further information, please visit the [Airflow Wiki](https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Home).
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## Beyond the Horizon
Airflow **is not** a data streaming solution. Tasks do not move data from
one to the other (though tasks can exchange metadata!). Airflow is not
in the [Spark Streaming](http://spark.apache.org/streaming/)
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or [Storm](https://storm.apache.org/) space, it is more comparable to
[Oozie](http://oozie.apache.org/) or
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[Azkaban](https://azkaban.github.io/).
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Workflows are expected to be mostly static or slowly changing. You can think
of the structure of the tasks in your workflow as slightly more dynamic
than a database structure would be. Airflow workflows are expected to look
similar from a run to the next, this allows for clarity around
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unit of work and continuity.
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## Principles
- **Dynamic**: Airflow pipelines are configuration as code (Python), allowing for dynamic pipeline generation. This allows for writing code that instantiates pipelines dynamically.
- **Extensible**: Easily define your own operators, executors and extend the library so that it fits the level of abstraction that suits your environment.
- **Elegant**: Airflow pipelines are lean and explicit. Parameterizing your scripts is built into the core of Airflow using the powerful **Jinja** templating engine.
- **Scalable**: Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers.
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## User Interface
- **DAGs**: Overview of all DAGs in your environment.
![](/docs/img/dags.png)
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- **Tree View**: Tree representation of a DAG that spans across time.
![](/docs/img/tree.png)
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- **Graph View**: Visualization of a DAG's dependencies and their current status for a specific run.
![](/docs/img/graph.png)
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- **Task Duration**: Total time spent on different tasks over time.
![](/docs/img/duration.png)
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- **Gantt View**: Duration and overlap of a DAG.
![](/docs/img/gantt.png)
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- **Code View**: Quick way to view source code of a DAG.
![](/docs/img/code.png)
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## Contributing
Want to help build Apache Airflow? Check out our [contributing documentation](https://github.com/apache/airflow/blob/master/CONTRIBUTING.md).
## Who uses Apache Airflow?
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As the Apache Airflow community grows, we'd like to keep track of who is using
the platform. Please send a PR with your company name and @githubhandle
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if you may.
Currently **officially** using Airflow:
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1. [4G Capital](http://www.4g-capital.com/) [[@posei](https://github.com/posei)]
1. [6play](https://www.6play.fr) [[@lemourA](https://github.com/lemoura), [@achaussende](https://github.com/achaussende), [@d-nguyen](https://github.com/d-nguyen), [@julien-gm](https://github.com/julien-gm)]
2018-08-24 16:00:35 +03:00
1. [8fit](https://8fit.com/) [[@nicor88](https://github.com/nicor88), [@frnzska](https://github.com/frnzska)]
1. [90 Seconds](https://90seconds.tv/) [[@aaronmak](https://github.com/aaronmak)]
1. [99](https://99taxis.com) [[@fbenevides](https://github.com/fbenevides), [@gustavoamigo](https://github.com/gustavoamigo) & [@mmmaia](https://github.com/mmmaia)]
1. [AdBOOST](https://www.adboost.sk) [[AdBOOST](https://github.com/AdBOOST)]
1. [Adobe](https://www.adobe.com/) [[@mishikaSingh](https://github.com/mishikaSingh), [@ramandumcs](https://github.com/ramandumcs), [@vardancse](https://github.com/vardancse)]
1. [Agari](https://github.com/agaridata) [[@r39132](https://github.com/r39132)]
[AIRFLOW-XXX] Fix order of companies Make sure you have checked _all_ steps below. ### JIRA - [x] My PR addresses the following [Airflow JIRA] (https://issues.apache.org/jira/browse/AIRFLOW/) issues and references them in the PR title. For example, "\[AIRFLOW-XXX\] My Airflow PR" - https://issues.apache.org/jira/browse/AIRFLOW- XXX - In case you are fixing a typo in the documentation you can prepend your commit with \[AIRFLOW-XXX\], code changes always need a JIRA issue. ### Description - [x] Here are some details about my PR, including screenshots of any UI changes: Fix the alphabetic order of companies in the README ### Tests - [x] My PR adds the following unit tests __OR__ does not need testing for this extremely good reason: N/A -- documentation only ### Commits - [x] My commits all reference JIRA issues in their subject lines, and I have squashed multiple commits if they address the same issue. In addition, my commits follow the guidelines from "[How to write a good git commit message](http://chris.beams.io/posts/git- commit/)": 1. Subject is separated from body by a blank line 2. Subject is limited to 50 characters 3. Subject does not end with a period 4. Subject uses the imperative mood ("add", not "adding") 5. Body wraps at 72 characters 6. Body explains "what" and "why", not "how" ### Documentation - [x] In case of new functionality, my PR adds documentation that describes how to use it. - When adding new operators/hooks/sensors, the autoclass documentation generation needs to be added. ### Code Quality - [x] Passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Closes #3363 from r39132/fix_order_of_company_list
2018-05-16 04:51:22 +03:00
1. [Airbnb](http://airbnb.io/) [[@mistercrunch](https://github.com/mistercrunch), [@artwr](https://github.com/artwr)]
2018-11-11 02:22:13 +03:00
1. [AirDNA](https://www.airdna.co)
2019-02-14 20:54:38 +03:00
1. [Airfinity](https://www.airfinity.com) [[@sibowyer](https://github.com/sibowyer)]
1. [Airtel](https://www.airtel.in/) [[@harishbisht](https://github.com/harishbisht)]
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1. [AltX](https://www.getaltx.com/about) [[@pedromduarte](https://github.com/pedromduarte)]
1. [Apigee](https://apigee.com) [[@btallman](https://github.com/btallman)]
1. [ARGO Labs](http://www.argolabs.org) [[California Data Collaborative](https://github.com/California-Data-Collaborative)]
1. [ARMEDANGELS](https://www.armedangels.de) [[@swiffer](https://github.com/swiffer)]
2018-08-23 17:07:41 +03:00
1. [Arquivei](https://www.arquivei.com.br/) [[@arquivei](https://github.com/arquivei)]
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1. [Away](https://awaytravel.com) [[@trunsky](https://github.com/trunsky)]
[AIRFLOW-XXX] Fix order of companies Make sure you have checked _all_ steps below. ### JIRA - [x] My PR addresses the following [Airflow JIRA] (https://issues.apache.org/jira/browse/AIRFLOW/) issues and references them in the PR title. For example, "\[AIRFLOW-XXX\] My Airflow PR" - https://issues.apache.org/jira/browse/AIRFLOW- XXX - In case you are fixing a typo in the documentation you can prepend your commit with \[AIRFLOW-XXX\], code changes always need a JIRA issue. ### Description - [x] Here are some details about my PR, including screenshots of any UI changes: Fix the alphabetic order of companies in the README ### Tests - [x] My PR adds the following unit tests __OR__ does not need testing for this extremely good reason: N/A -- documentation only ### Commits - [x] My commits all reference JIRA issues in their subject lines, and I have squashed multiple commits if they address the same issue. In addition, my commits follow the guidelines from "[How to write a good git commit message](http://chris.beams.io/posts/git- commit/)": 1. Subject is separated from body by a blank line 2. Subject is limited to 50 characters 3. Subject does not end with a period 4. Subject uses the imperative mood ("add", not "adding") 5. Body wraps at 72 characters 6. Body explains "what" and "why", not "how" ### Documentation - [x] In case of new functionality, my PR adds documentation that describes how to use it. - When adding new operators/hooks/sensors, the autoclass documentation generation needs to be added. ### Code Quality - [x] Passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Closes #3363 from r39132/fix_order_of_company_list
2018-05-16 04:51:22 +03:00
1. [Azri Solutions](http://www.azrisolutions.com/) [[@userimack](https://github.com/userimack)]
1. [BalanceHero](http://truebalance.io/) [[@swalloow](https://github.com/swalloow)]
[AIRFLOW-2347] Add Banco de Formaturas to Readme Make sure you have checked _all_ steps below. ### JIRA - [x] My PR addresses the following [Airflow JIRA] (https://issues.apache.org/jira/browse/AIRFLOW/) issues and references them in the PR title. For example, "\[AIRFLOW-XXX\] My Airflow PR" - https://issues.apache.org/jira/browse/AIRFLOW-2347 - In case you are fixing a typo in the documentation you can prepend your commit with \[AIRFLOW-XXX\], code changes always need a JIRA issue. ### Description - [x] Here are some details about my PR, including screenshots of any UI changes: Add a company to the README ### Tests - [x] My PR adds the following unit tests __OR__ does not need testing for this extremely good reason: N/A -- documentation update only ### Commits - [x] My commits all reference JIRA issues in their subject lines, and I have squashed multiple commits if they address the same issue. In addition, my commits follow the guidelines from "[How to write a good git commit message](http://chris.beams.io/posts/git- commit/)": 1. Subject is separated from body by a blank line 2. Subject is limited to 50 characters 3. Subject does not end with a period 4. Subject uses the imperative mood ("add", not "adding") 5. Body wraps at 72 characters 6. Body explains "what" and "why", not "how" ### Documentation - [x] In case of new functionality, my PR adds documentation that describes how to use it. - When adding new operators/hooks/sensors, the autoclass documentation generation needs to be added. ### Code Quality - [x] Passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Closes #3242 from r39132/Add_banco_Formaturas_to_readme
2018-04-20 04:33:33 +03:00
1. [Banco de Formaturas](https://www.bancodeformaturas.com.br) [[@guiligan](https://github.com/guiligan)]
1. [BandwidthX](http://www.bandwidthx.com) [[@dineshdsharma](https://github.com/dineshdsharma)]
1. [Basetis](http://www.basetis.com)
1. [BBM](https://www.bbm.com/)
1. [Bellhops](https://github.com/bellhops)
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1. [BlaBlaCar](https://www.blablacar.com) [[@puckel](https://github.com/puckel) & [@wmorin](https://github.com/wmorin)]
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1. [Bloomberg](https://www.techatbloomberg.com) [[@dimberman](https://github.com/dimberman)]
[AIRFLOW-XXX] Fix order of companies Make sure you have checked _all_ steps below. ### JIRA - [x] My PR addresses the following [Airflow JIRA] (https://issues.apache.org/jira/browse/AIRFLOW/) issues and references them in the PR title. For example, "\[AIRFLOW-XXX\] My Airflow PR" - https://issues.apache.org/jira/browse/AIRFLOW- XXX - In case you are fixing a typo in the documentation you can prepend your commit with \[AIRFLOW-XXX\], code changes always need a JIRA issue. ### Description - [x] Here are some details about my PR, including screenshots of any UI changes: Fix the alphabetic order of companies in the README ### Tests - [x] My PR adds the following unit tests __OR__ does not need testing for this extremely good reason: N/A -- documentation only ### Commits - [x] My commits all reference JIRA issues in their subject lines, and I have squashed multiple commits if they address the same issue. In addition, my commits follow the guidelines from "[How to write a good git commit message](http://chris.beams.io/posts/git- commit/)": 1. Subject is separated from body by a blank line 2. Subject is limited to 50 characters 3. Subject does not end with a period 4. Subject uses the imperative mood ("add", not "adding") 5. Body wraps at 72 characters 6. Body explains "what" and "why", not "how" ### Documentation - [x] In case of new functionality, my PR adds documentation that describes how to use it. - When adding new operators/hooks/sensors, the autoclass documentation generation needs to be added. ### Code Quality - [x] Passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Closes #3363 from r39132/fix_order_of_company_list
2018-05-16 04:51:22 +03:00
1. [Blue Yonder](http://www.blue-yonder.com) [[@blue-yonder](https://github.com/blue-yonder)]
1. [BlueApron](https://www.blueapron.com) [[@jasonjho](https://github.com/jasonjho) & [@matthewdavidhauser](https://github.com/matthewdavidhauser)]
1. [Bluecore](https://www.bluecore.com) [[@JLDLaughlin](https://github.com/JLDLaughlin)]
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1. [Bodastage Solutions](http://bodastage.com) [[@erssebaggala](https://github.com/erssebaggala), [@bodastage](https://github.com/bodastage)]
1. [Bombora Inc](https://bombora.com/) [[@jeffkpayne](https://github.com/jeffkpayne), [@TheOriginalAlex](https://github.com/TheOriginalAlex)]
1. [Bonnier Broadcasting](http://www.bonnierbroadcasting.com) [[@wileeam](https://github.com/wileeam)]
1. [BounceX](http://www.bouncex.com) [[@JoshFerge](https://github.com/JoshFerge), [@hudsonrio](https://github.com/hudsonrio), [@ronniekritou](https://github.com/ronniekritou)]
2018-09-06 22:20:04 +03:00
1. [Branch](https://branch.io) [[@sdebarshi](https://github.com/sdebarshi), [@dmitrig01](https://github.com/dmitrig01)]
1. [California Data Collaborative](https://github.com/California-Data-Collaborative) powered by [ARGO Labs](http://www.argolabs.org)
1. [Capital One](https://www.capitalone.com) [[@anoopengineer](https://github.com/anoopengineer)]
1. [Carbonite](https://www.carbonite.com) [[@ajbosco](https://github.com/ajbosco)]
1. [CarLabs](https://www.carlabs.ai/) [[@sganz](https://github.com/sganz) & [@odannyc](https://github.com/odannyc)]
1. [CAVA](https://www.cava.com) [[@minh5](http://github.com/minh5) & [@patchus](http://github.com/patchus)]
1. [Celect](http://www.celect.com) [[@superdosh](https://github.com/superdosh) & [@chadcelect](https://github.com/chadcelect)]
1. [Censys](https://censys.io) [[@zakird](https://github.com/zakird), [@dadrian](https://github.com/dadrian), & [@andrewsardone](https://github.com/andrewsardone)]
1. [Change.org](https://www.change.org) [[@change](https://github.com/change), [@vijaykramesh](https://github.com/vijaykramesh)]
1. [Chartboost](https://www.chartboost.com) [[@cgelman](https://github.com/cgelman) & [@dclubb](https://github.com/dclubb)]
1. [Checkr](https://checkr.com) [[@tongboh](https://github.com/tongboh)]
1. [Children's Hospital of Philadelphia Division of Genomic Diagnostics](http://www.chop.edu/centers-programs/division-genomic-diagnostics) [[@genomics-geek]](https://github.com/genomics-geek/)
1. [Cinimex DataLab](http://cinimex.ru) [[@kdubovikov](https://github.com/kdubovikov)]
1. [City of San Diego](http://sandiego.gov) [[@MrMaksimize](https://github.com/mrmaksimize), [@andrell81](https://github.com/andrell81) & [@arnaudvedy](https://github.com/arnaudvedy)]
1. [Civey](https://civey.com/) [[@WesleyBatista](https://github.com/WesleyBatista)]
1. [Clairvoyant](https://clairvoyantsoft.com) [@shekharv](https://github.com/shekharv)
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1. [Collectivehealth Inc.](https://www.collectivehealth.com) [@retornam](https://github.com/retornam)
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[AIRFLOW-XXX] Fix order of companies Make sure you have checked _all_ steps below. ### JIRA - [x] My PR addresses the following [Airflow JIRA] (https://issues.apache.org/jira/browse/AIRFLOW/) issues and references them in the PR title. For example, "\[AIRFLOW-XXX\] My Airflow PR" - https://issues.apache.org/jira/browse/AIRFLOW- XXX - In case you are fixing a typo in the documentation you can prepend your commit with \[AIRFLOW-XXX\], code changes always need a JIRA issue. ### Description - [x] Here are some details about my PR, including screenshots of any UI changes: Fix the alphabetic order of companies in the README ### Tests - [x] My PR adds the following unit tests __OR__ does not need testing for this extremely good reason: N/A -- documentation only ### Commits - [x] My commits all reference JIRA issues in their subject lines, and I have squashed multiple commits if they address the same issue. In addition, my commits follow the guidelines from "[How to write a good git commit message](http://chris.beams.io/posts/git- commit/)": 1. Subject is separated from body by a blank line 2. Subject is limited to 50 characters 3. Subject does not end with a period 4. Subject uses the imperative mood ("add", not "adding") 5. Body wraps at 72 characters 6. Body explains "what" and "why", not "how" ### Documentation - [x] In case of new functionality, my PR adds documentation that describes how to use it. - When adding new operators/hooks/sensors, the autoclass documentation generation needs to be added. ### Code Quality - [x] Passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Closes #3363 from r39132/fix_order_of_company_list
2018-05-16 04:51:22 +03:00
1. [DataFox](https://www.datafox.com/) [[@sudowork](https://github.com/sudowork)]
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1. [DoorDash](https://www.doordash.com/)
1. [Dotmodus](http://dotmodus.com) [[@dannylee12](https://github.com/dannylee12)]
1. [Drivy](https://www.drivy.com) [[@AntoineAugusti](https://github.com/AntoineAugusti)]
1. [Easy Taxi](http://www.easytaxi.com/) [[@caique-lima](https://github.com/caique-lima) & [@diraol](https://github.com/diraol)]
1. [Enigma](https://www.enigma.com) [[@hydrosquall](https://github.com/hydrosquall)]
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2018-11-09 16:44:41 +03:00
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[AIRFLOW-XXX] Fix order of companies Make sure you have checked _all_ steps below. ### JIRA - [x] My PR addresses the following [Airflow JIRA] (https://issues.apache.org/jira/browse/AIRFLOW/) issues and references them in the PR title. For example, "\[AIRFLOW-XXX\] My Airflow PR" - https://issues.apache.org/jira/browse/AIRFLOW- XXX - In case you are fixing a typo in the documentation you can prepend your commit with \[AIRFLOW-XXX\], code changes always need a JIRA issue. ### Description - [x] Here are some details about my PR, including screenshots of any UI changes: Fix the alphabetic order of companies in the README ### Tests - [x] My PR adds the following unit tests __OR__ does not need testing for this extremely good reason: N/A -- documentation only ### Commits - [x] My commits all reference JIRA issues in their subject lines, and I have squashed multiple commits if they address the same issue. In addition, my commits follow the guidelines from "[How to write a good git commit message](http://chris.beams.io/posts/git- commit/)": 1. Subject is separated from body by a blank line 2. Subject is limited to 50 characters 3. Subject does not end with a period 4. Subject uses the imperative mood ("add", not "adding") 5. Body wraps at 72 characters 6. Body explains "what" and "why", not "how" ### Documentation - [x] In case of new functionality, my PR adds documentation that describes how to use it. - When adding new operators/hooks/sensors, the autoclass documentation generation needs to be added. ### Code Quality - [x] Passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Closes #3363 from r39132/fix_order_of_company_list
2018-05-16 04:51:22 +03:00
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[AIRFLOW-XXX] Fix order of companies Make sure you have checked _all_ steps below. ### JIRA - [x] My PR addresses the following [Airflow JIRA] (https://issues.apache.org/jira/browse/AIRFLOW/) issues and references them in the PR title. For example, "\[AIRFLOW-XXX\] My Airflow PR" - https://issues.apache.org/jira/browse/AIRFLOW- XXX - In case you are fixing a typo in the documentation you can prepend your commit with \[AIRFLOW-XXX\], code changes always need a JIRA issue. ### Description - [x] Here are some details about my PR, including screenshots of any UI changes: Fix the alphabetic order of companies in the README ### Tests - [x] My PR adds the following unit tests __OR__ does not need testing for this extremely good reason: N/A -- documentation only ### Commits - [x] My commits all reference JIRA issues in their subject lines, and I have squashed multiple commits if they address the same issue. In addition, my commits follow the guidelines from "[How to write a good git commit message](http://chris.beams.io/posts/git- commit/)": 1. Subject is separated from body by a blank line 2. Subject is limited to 50 characters 3. Subject does not end with a period 4. Subject uses the imperative mood ("add", not "adding") 5. Body wraps at 72 characters 6. Body explains "what" and "why", not "how" ### Documentation - [x] In case of new functionality, my PR adds documentation that describes how to use it. - When adding new operators/hooks/sensors, the autoclass documentation generation needs to be added. ### Code Quality - [x] Passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Closes #3363 from r39132/fix_order_of_company_list
2018-05-16 04:51:22 +03:00
1. [MiNODES](https://www.minodes.com) [[@dice89](https://github.com/dice89), [@diazcelsa](https://github.com/diazcelsa)]
1. [Modernizing Medicine](https://www.modmed.com/)[[@kehv1n](https://github.com/kehv1n), [@dalupus](https://github.com/dalupus)]
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1. [Nerdwallet](https://www.nerdwallet.com)
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1. [Newzoo](https://www.newzoo.com) [[@newzoo-nexus](https://github.com/newzoo-nexus)]
1. [NEXT Trucking](https://www.nexttrucking.com/) [[@earthmancash2](https://github.com/earthmancash2), [@kppullin](https://github.com/kppullin)]
1. [Nextdoor](https://nextdoor.com) [[@SivaPandeti](https://github.com/SivaPandeti), [@zshapiro](https://github.com/zshapiro) & [@jthomas123](https://github.com/jthomas123)]
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[AIRFLOW-XXX] Fix order of companies Make sure you have checked _all_ steps below. ### JIRA - [x] My PR addresses the following [Airflow JIRA] (https://issues.apache.org/jira/browse/AIRFLOW/) issues and references them in the PR title. For example, "\[AIRFLOW-XXX\] My Airflow PR" - https://issues.apache.org/jira/browse/AIRFLOW- XXX - In case you are fixing a typo in the documentation you can prepend your commit with \[AIRFLOW-XXX\], code changes always need a JIRA issue. ### Description - [x] Here are some details about my PR, including screenshots of any UI changes: Fix the alphabetic order of companies in the README ### Tests - [x] My PR adds the following unit tests __OR__ does not need testing for this extremely good reason: N/A -- documentation only ### Commits - [x] My commits all reference JIRA issues in their subject lines, and I have squashed multiple commits if they address the same issue. In addition, my commits follow the guidelines from "[How to write a good git commit message](http://chris.beams.io/posts/git- commit/)": 1. Subject is separated from body by a blank line 2. Subject is limited to 50 characters 3. Subject does not end with a period 4. Subject uses the imperative mood ("add", not "adding") 5. Body wraps at 72 characters 6. Body explains "what" and "why", not "how" ### Documentation - [x] In case of new functionality, my PR adds documentation that describes how to use it. - When adding new operators/hooks/sensors, the autoclass documentation generation needs to be added. ### Code Quality - [x] Passes `git diff upstream/master -u -- "*.py" | flake8 --diff` Closes #3363 from r39132/fix_order_of_company_list
2018-05-16 04:51:22 +03:00
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1. [Zymergen](https://www.zymergen.com/)
2015-07-22 04:02:15 +03:00
## Who Maintains Apache Airflow?
Airflow is the work of the [community](https://github.com/apache/airflow/graphs/contributors),
but the [core committers/maintainers](https://people.apache.org/committers-by-project.html#airflow)
are responsible for reviewing and merging PRs as well as steering conversation around new feature requests.
If you would like to become a maintainer, please review the Apache Airflow
[committer requirements](https://cwiki.apache.org/confluence/display/AIRFLOW/Committers).
## Links
2015-07-22 04:02:15 +03:00
- [Documentation](https://airflow.apache.org/)
- [Chat](https://apache-airflow-slack.herokuapp.com/)
- [More](https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Links)