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# Airflow
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[![PyPI version ](https://badge.fury.io/py/apache-airflow.svg )](https://badge.fury.io/py/apache-airflow)
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[![Build Status ](https://travis-ci.org/apache/incubator-airflow.svg?branch=master )](https://travis-ci.org/apache/incubator-airflow)
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[![Coverage Status ](https://img.shields.io/codecov/c/github/apache/incubator-airflow/master.svg )](https://codecov.io/github/apache/incubator-airflow?branch=master)
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[![Documentation Status ](https://readthedocs.org/projects/airflow/badge/?version=latest )](https://airflow.readthedocs.io/en/latest/?badge=latest)
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[![License ](http://img.shields.io/:license-Apache%202-blue.svg )](http://www.apache.org/licenses/LICENSE-2.0.txt)
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[![Join the chat at https://gitter.im/apache/incubator-airflow ](https://badges.gitter.im/apache/incubator-airflow.svg )](https://gitter.im/apache/incubator-airflow?utm_source=badge& utm_medium=badge& utm_campaign=pr-badge& utm_content=badge)
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_NOTE: The transition from 1.8.0 (or before) to 1.8.1 (or after) requires uninstalling Airflow before installing the new version. The package name was changed from `airflow` to `apache-airflow` as of version 1.8.1._
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Airflow is a platform to programmatically author, schedule, and monitor
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workflows.
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When workflows are defined as code, they become more maintainable,
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versionable, testable, and collaborative.
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Use Airflow to author workflows as directed acyclic graphs (DAGs) of tasks.
The Airflow scheduler executes your tasks on an array of workers while
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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,
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monitor progress, and troubleshoot issues when needed.
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## Getting started
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Please visit the Airflow Platform documentation (latest **stable** release) for help with [installing Airflow ](https://airflow.incubator.apache.org/installation.html ), getting a [quick start ](https://airflow.incubator.apache.org/start.html ), or a more complete [tutorial ](https://airflow.incubator.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
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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
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[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
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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. Airflow is ready to scale to infinity.
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## User Interface
- **DAGs**: Overview of all DAGs in your environment.
![](/docs/img/dags.png)
- **Tree View**: Tree representation of a DAG that spans across time.
![](/docs/img/tree.png)
- **Graph View**: Visualization of a DAG's dependencies and their current status for a specific run.
![](/docs/img/graph.png)
- **Task Duration**: Total time spent on different tasks over time.
![](/docs/img/duration.png)
- **Gantt View**: Duration and overlap of a DAG.
![](/docs/img/gantt.png)
- **Code View**: Quick way to view source code of a DAG.
![](/docs/img/code.png)
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## Who uses Airflow?
As the Airflow community grows, we'd like to keep track of who is using
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the platform. Please send a PR with your company name and @githubhandle
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if you may.
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Committers:
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* Refer to [Committers ](https://cwiki.apache.org/confluence/display/AIRFLOW/Committers )
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Currently **officially** using Airflow:
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1. [Lucid ](http://luc.id ) [[@jbrownlucid ](https://github.com/jbrownlucid ) & [@kkourtchikov ](https://github.com/kkourtchikov )]
2016-11-17 03:26:01 +03:00
1. [Lumos Labs ](https://www.lumosity.com/ ) [[@rfroetscher ](https://github.com/rfroetscher/ ) & [@zzztimbo ](https://github.com/zzztimbo/ )]
2016-08-12 03:55:46 +03:00
1. [Lyft ](https://www.lyft.com/ )[[@SaurabhBajaj ](https://github.com/SaurabhBajaj )]
2018-05-29 22:38:08 +03:00
1. [M4U ](https://www.m4u.com.br/ ) [[@msantino ](https://github.com/msantino )]
2016-11-03 08:33:41 +03:00
1. [Madrone ](http://madroneco.com/ ) [[@mbreining ](https://github.com/mbreining ) & [@scotthb ](https://github.com/scotthb )]
2016-09-01 21:09:36 +03:00
1. [Markovian ](https://markovian.com/ ) [[@al-xv ](https://github.com/al-xv ), [@skogsbaeck ](https://github.com/skogsbaeck ), [@waltherg ](https://github.com/waltherg )]
2017-01-13 22:00:55 +03:00
1. [Mercadoni ](https://www.mercadoni.com.co ) [[@demorenoc ](https://github.com/demorenoc )]
2017-07-14 01:07:05 +03:00
1. [Mercari ](http://www.mercari.com/ ) [[@yu-iskw ](https://github.com/yu-iskw )]
2016-09-11 19:17:12 +03:00
1. [MFG Labs ](https://github.com/MfgLabs )
2018-05-16 04:51:22 +03:00
1. [MiNODES ](https://www.minodes.com ) [[@dice89 ](https://github.com/dice89 ), [@diazcelsa ](https://github.com/diazcelsa )]
2018-02-28 00:30:09 +03:00
1. [Multiply ](https://www.multiply.com ) [[@nrhvyc ](https://github.com/nrhvyc )]
2017-03-06 04:37:31 +03:00
1. [mytaxi ](https://mytaxi.com ) [[@mytaxi ](https://github.com/mytaxi )]
2016-08-12 03:55:46 +03:00
1. [Nerdwallet ](https://www.nerdwallet.com )
2017-06-10 05:40:52 +03:00
1. [New Relic ](https://www.newrelic.com ) [[@marcweil ](https://github.com/marcweil )]
2018-01-05 13:25:58 +03:00
1. [Newzoo ](https://www.newzoo.com ) [[@newzoo-nexus ](https://github.com/newzoo-nexus )]
2017-08-30 07:01:07 +03:00
1. [Nextdoor ](https://nextdoor.com ) [[@SivaPandeti ](https://github.com/SivaPandeti ), [@zshapiro ](https://github.com/zshapiro ) & [@jthomas123 ](https://github.com/jthomas123 )]
2018-05-28 17:11:58 +03:00
1. [OdysseyPrime ](https://www.goprime.io/ ) [[@davideberdin ](https://github.com/davideberdin )]
2016-09-30 01:45:36 +03:00
1. [OfferUp ](https://offerupnow.com )
2016-12-22 04:20:51 +03:00
1. [OneFineStay ](https://www.onefinestay.com ) [[@slangwald ](https://github.com/slangwald )]
2017-02-09 23:05:28 +03:00
1. [Open Knowledge International ](https://okfn.org ) [@vitorbaptista ](https://github.com/vitorbaptista )
2018-02-02 04:17:18 +03:00
1. [Overstock ](https://www.github.com/overstock ) [[@mhousley ](https://github.com/mhousley ) & [@mct0006 ](https://github.com/mct0006 )]
2018-02-16 12:49:25 +03:00
1. [Pandora Media ](https://www.pandora.com/ ) [[@Acehaidrey ](https://github.com/Acehaidrey ) & [@wolfier ](https://github.com/wolfier )]
2017-09-15 00:16:17 +03:00
1. [PAYMILL ](https://www.paymill.com/ ) [[@paymill ](https://github.com/paymill ) & [@matthiashuschle ](https://github.com/matthiashuschle )]
2017-08-31 04:17:11 +03:00
1. [PayPal ](https://www.paypal.com/ ) [[@r39132 ](https://github.com/r39132 ) & [@jhsenjaliya ](https://github.com/jhsenjaliya )]
2018-02-16 12:49:25 +03:00
1. [Pernod-Ricard ](https://www.pernod-ricard.com/ ) [[@romain-nio ](https://github.com/romain-nio )]
2018-02-01 12:04:07 +03:00
1. [Plaid ](https://www.plaid.com/ ) [[@plaid ](https://github.com/plaid ), [@AustinBGibbons ](https://github.com/AustinBGibbons ) & [@jeeyoungk ](https://github.com/jeeyoungk )]
2018-05-16 04:51:22 +03:00
1. [Playbuzz ](https://www.playbuzz.com/ ) [[@clintonboys ](https://github.com/clintonboys ) & [@dbn ](https://github.com/dbn )]
2018-02-12 19:28:05 +03:00
1. [PMC ](https://pmc.com/ ) [[@andrewm4894 ](https://github.com/andrewm4894 )]
2016-08-12 03:55:46 +03:00
1. [Postmates ](http://www.postmates.com ) [[@syeoryn ](https://github.com/syeoryn )]
2017-05-12 12:53:14 +03:00
1. [Pronto Tools ](http://www.prontotools.io/ ) [[@zkan ](https://github.com/zkan ) & [@mesodiar ](https://github.com/mesodiar )]
2018-07-18 01:49:17 +03:00
1. [Publicis Pixelpark ](https://www.publicispixelpark.de/ ) [[@feluelle ](https://github.com/feluelle )]
2018-05-08 22:49:16 +03:00
1. [PubNub ](https://pubnub.com ) [[@jzucker2 ](https://github.com/jzucker2 )]
2018-03-26 22:18:23 +03:00
1. [Qplum ](https://qplum.co ) [[@manti ](https://github.com/manti )]
2018-05-08 21:15:17 +03:00
1. [Quantopian ](https://www.quantopian.com/ ) [[@eronarn ](http://github.com/eronarn )]
2016-08-12 03:55:46 +03:00
1. [Qubole ](https://qubole.com ) [[@msumit ](https://github.com/msumit )]
2017-12-30 21:08:42 +03:00
1. [Quizlet ](https://quizlet.com ) [[@quizlet ](https://github.com/quizlet )]
2017-05-16 11:27:37 +03:00
1. [Quora ](https://www.quora.com/ )
2018-06-19 01:44:12 +03:00
1. [REA Group ](https://www.rea-group.com/ )
2018-05-03 22:23:09 +03:00
1. [Reddit ](https://www.reddit.com/ ) [[@reddit ](https://github.com/reddit/ )]
2017-05-04 23:19:24 +03:00
1. [Robinhood ](https://robinhood.com ) [[@vineet-rh ](https://github.com/vineet-rh )]
2016-08-17 21:32:28 +03:00
1. [Scaleway ](https://scaleway.com ) [[@kdeldycke ](https://github.com/kdeldycke )]
2016-08-12 03:55:46 +03:00
1. [Sense360 ](https://github.com/Sense360 ) [[@kamilmroczek ](https://github.com/KamilMroczek )]
2016-12-28 23:32:03 +03:00
1. [Shopkick ](https://shopkick.com/ ) [[@shopkick ](https://github.com/shopkick )]
2016-08-12 03:55:46 +03:00
1. [Sidecar ](https://hello.getsidecar.com/ ) [[@getsidecar ](https://github.com/getsidecar )]
1. [SimilarWeb ](https://www.similarweb.com/ ) [[@similarweb ](https://github.com/similarweb )]
1. [SmartNews ](https://www.smartnews.com/ ) [[@takus ](https://github.com/takus )]
2018-02-09 15:25:56 +03:00
1. [SocialCops ](https://www.socialcops.com/ ) [[@vinayak-mehta ](https://github.com/vinayak-mehta ) & [@sharky93 ](https://github.com/sharky93 )]
2018-05-12 10:04:52 +03:00
1. [Spotahome ](https://www.spotahome.com/ ) [[@spotahome ](https://github.com/spotahome )]
2016-10-26 20:25:18 +03:00
1. [Spotify ](https://github.com/spotify ) [[@znichols ](https://github.com/znichols )]
2016-11-15 21:14:46 +03:00
1. [Stackspace ](https://beta.stackspace.io/ )
2017-08-07 21:39:10 +03:00
1. [Stripe ](https://stripe.com ) [[@jbalogh ](https://github.com/jbalogh )]
2018-07-27 22:39:24 +03:00
1. [Strongmind ](https://www.strongmind.com ) [[@tomchapin ](https://github.com/tomchapin ) & [@wongstein ](https://github.com/wongstein )]
2017-04-28 23:10:23 +03:00
1. [Tails.com ](https://tails.com/ ) [[@alanmcruickshank ](https://github.com/alanmcruickshank )]
2018-02-08 23:39:28 +03:00
1. [Thinking Machines ](https://thinkingmachin.es ) [[@marksteve ](https://github.com/marksteve )]
2018-03-26 22:32:48 +03:00
1. [Thinknear ](https://www.thinknear.com/ ) [[@d3cay1 ](https://github.com/d3cay1 ), [@ccson ](https://github.com/ccson ), & [@ababian ](https://github.com/ababian )]
2016-08-12 03:55:46 +03:00
1. [Thumbtack ](https://www.thumbtack.com/ ) [[@natekupp ](https://github.com/natekupp )]
2017-05-16 11:27:37 +03:00
1. [Tictail ](https://tictail.com/ )
2018-02-24 17:51:34 +03:00
1. [Tile ](https://tile.com/ ) [[@ranjanmanish ](https://github.com/ranjanmanish )]
2018-04-06 05:01:09 +03:00
1. [Tokopedia ](https://www.tokopedia.com/ ) [@topedmaria ](https://github.com/topedmaria )
2018-05-01 23:07:47 +03:00
1. [Twine Labs ](https://www.twinelabs.com/ ) [[@ivorpeles ](https://github.com/ivorpeles )]
2016-09-28 18:13:14 +03:00
1. [T2 Systems ](http://t2systems.com ) [[@unclaimedpants ](https://github.com/unclaimedpants )]
2018-01-02 18:32:37 +03:00
1. [Ubisoft ](https://www.ubisoft.com/ ) [[@Walkoss ](https://github.com/Walkoss )]
2017-05-30 21:58:51 +03:00
1. [United Airlines ](https://www.united.com/ ) [[@ilopezfr ](https://github.com/ilopezfr )]
2018-01-03 03:26:12 +03:00
1. [Upsight ](https://www.upsight.com ) [[@dhuang ](https://github.com/dhuang )]
2016-08-31 07:04:03 +03:00
1. [Vente-Exclusive.com ](http://www.vente-exclusive.com/ ) [[@alexvanboxel ](https://github.com/alexvanboxel )]
2018-03-01 10:37:14 +03:00
1. [Vevo ](https://www.vevo.com/ ) [[@csetiawan ](https://github.com/csetiawan ) & [@jerrygillespie ](https://github.com/jerrygillespie )]
2018-07-26 05:13:46 +03:00
1. [Vidio ](https://www.vidio.com/ )
2016-12-31 22:05:41 +03:00
1. [Vnomics ](https://github.com/vnomics ) [[@lpalum ](https://github.com/lpalum )]
2016-08-15 01:51:15 +03:00
1. [WePay ](http://www.wepay.com ) [[@criccomini ](https://github.com/criccomini ) & [@mtagle ](https://github.com/mtagle )]
2016-08-12 03:55:46 +03:00
1. [WeTransfer ](https://github.com/WeTransfer ) [[@jochem ](https://github.com/jochem )]
2016-08-20 02:38:37 +03:00
1. [Whistle Labs ](http://www.whistle.com ) [[@ananya77041 ](https://github.com/ananya77041 )]
2016-10-01 04:54:01 +03:00
1. [WiseBanyan ](https://wisebanyan.com/ )
2017-08-07 21:39:10 +03:00
1. [Wooga ](https://www.wooga.com/ )
2018-03-12 10:53:07 +03:00
1. [Xero ](https://www.xero.com/ ) [[@yan9yu ](https://github.com/yan9yu )]
2018-05-17 18:07:20 +03:00
1. [Xoom ](https://www.xoom.com/ )
2017-08-07 21:39:10 +03:00
1. [Yahoo! ](https://www.yahoo.com/ )
2018-06-01 19:46:45 +03:00
1. [Yieldr ](https://www.yieldr.com/ ) [[@ggeorgiadis ](https://github.com/ggeorgiadis )]
2016-08-15 01:51:15 +03:00
1. [Zapier ](https://www.zapier.com ) [[@drknexus ](https://github.com/drknexus ) & [@statwonk ](https://github.com/statwonk )]
2018-04-13 16:55:22 +03:00
1. [Zego ](https://www.zego.com/ ) [[@ruimffl ](https://github.com/ruimffl )]
2016-08-12 03:55:46 +03:00
1. [Zendesk ](https://www.github.com/zendesk )
2016-08-19 10:10:57 +03:00
1. [Zenly ](https://zen.ly ) [[@cerisier ](https://github.com/cerisier ) & [@jbdalido ](https://github.com/jbdalido )]
2017-08-30 07:05:00 +03:00
1. [Zymergen ](https://www.zymergen.com/ )
2016-09-20 21:18:49 +03:00
1. [99 ](https://99taxis.com ) [[@fbenevides ](https://github.com/fbenevides ), [@gustavoamigo ](https://github.com/gustavoamigo ) & [@mmmaia ](https://github.com/mmmaia )]
2015-07-22 04:02:15 +03:00
2015-09-17 20:33:59 +03:00
## Links
2015-07-22 04:02:15 +03:00
2016-09-01 12:59:33 +03:00
2018-02-12 19:26:55 +03:00
* [Documentation ](https://airflow.incubator.apache.org/ )
2016-07-29 01:32:55 +03:00
* [Chat ](https://gitter.im/apache/incubator-airflow )
2016-09-01 12:59:33 +03:00
* [Apache Airflow Incubation Status ](http://incubator.apache.org/projects/airflow.html )
2016-07-29 01:32:55 +03:00
* [More ](https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Links )