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.

When workflows are defined as code, they become more maintainable,
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.

## 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/)

For further information, please visit the [Airflow Wiki](https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Home).

## 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/)
or [Storm](https://storm.apache.org/) space, it is more comparable to
[Oozie](http://oozie.apache.org/) or
[Azkaban](https://azkaban.github.io/).

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
unit of work and continuity.

## 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.

## 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)


## 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?

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
if you may.

Currently **officially** using Airflow:

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1. [LendUp](https://www.lendup.com/) [[@lendup](https://github.com/lendup)]
1. [LetsBonus](http://www.letsbonus.com) [[@jesusfcr](https://github.com/jesusfcr) & [@OpringaoDoTurno](https://github.com/OpringaoDoTurno)]
1. [Liberty Global](https://www.libertyglobal.com/) [[@LibertyGlobal](https://github.com/LibertyGlobal/)]
1. [liligo](http://liligo.com/) [[@tromika](https://github.com/tromika)]
1. [LingoChamp](http://www.liulishuo.com/) [[@haitaoyao](https://github.com/haitaoyao)]
1. [Los Angeles Times](http://www.latimes.com/) [[@standyro](https://github.com/standyro)]
1. [Lucid](http://luc.id) [[@jbrownlucid](https://github.com/jbrownlucid) & [@kkourtchikov](https://github.com/kkourtchikov)]
1. [Lumos Labs](https://www.lumosity.com/) [[@rfroetscher](https://github.com/rfroetscher/) & [@zzztimbo](https://github.com/zzztimbo/)]
1. [Lyft](https://www.lyft.com/) [[@feng-tao](https://github.com/feng-tao), [@milton0825](https://github.com/milton0825), [@astahlman](https://github.com/astahlman),
 [@youngyjd](https://github.com/youngyjd), [@ArgentFalcon](https://github.com/ArgentFalcon)]
1. [M4U](https://www.m4u.com.br/) [[@msantino](https://github.com/msantino)]
1. [Madrone](http://madroneco.com/) [[@mbreining](https://github.com/mbreining) & [@scotthb](https://github.com/scotthb)]
1. [Markovian](https://markovian.com/) [[@al-xv](https://github.com/al-xv), [@skogsbaeck](https://github.com/skogsbaeck), [@waltherg](https://github.com/waltherg)]
1. [Mercadoni](https://www.mercadoni.com.co) [[@demorenoc](https://github.com/demorenoc)]
1. [Mercari](http://www.mercari.com/) [[@yu-iskw](https://github.com/yu-iskw)]
1. [MFG Labs](https://github.com/MfgLabs)
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)]
1. [Multiply](https://www.multiply.com) [[@nrhvyc](https://github.com/nrhvyc)]
1. [mytaxi](https://mytaxi.com) [[@mytaxi](https://github.com/mytaxi)]
1. [Neoway](https://www.neoway.com.br/) [[@neowaylabs](https://github.com/orgs/NeowayLabs/people)]
1. [Nerdwallet](https://www.nerdwallet.com)
1. [New Relic](https://www.newrelic.com) [[@marcweil](https://github.com/marcweil)]
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)]
1. [Nine](https://nine.com.au) [[@TheZepto](https://github.com/TheZepto)]
1. [OdysseyPrime](https://www.goprime.io/) [[@davideberdin](https://github.com/davideberdin)]
1. [OfferUp](https://offerupnow.com)
1. [OneFineStay](https://www.onefinestay.com) [[@slangwald](https://github.com/slangwald)]
1. [Open Knowledge International](https://okfn.org) [@vitorbaptista](https://github.com/vitorbaptista)
1. [Optum](https://www.optum.com/) - [UnitedHealthGroup](https://www.unitedhealthgroup.com/) [[@hiteshrd](https://github.com/hiteshrd)]
1. [Outcome Health](https://www.outcomehealth.com/) [[@mikethoun](https://github.com/mikethoun), [@rolandotribo](https://github.com/rolandotribo)]
1. [Overstock](https://www.github.com/overstock) [[@mhousley](https://github.com/mhousley) & [@mct0006](https://github.com/mct0006)]
1. [Pagar.me](https://pagar.me/) [[@pagarme](https://github.com/pagarme)]
1. [Palo Alto Networks](https://www.paloaltonetworks.com/) [[@PaloAltoNetworks](https://github.com/PaloAltoNetworks)]
1. [Pandora Media](https://www.pandora.com/) [[@Acehaidrey](https://github.com/Acehaidrey) & [@wolfier](https://github.com/wolfier)]
1. [PAYMILL](https://www.paymill.com/) [[@paymill](https://github.com/paymill) & [@matthiashuschle](https://github.com/matthiashuschle)]
1. [PayPal](https://www.paypal.com/) [[@r39132](https://github.com/r39132) & [@jhsenjaliya](https://github.com/jhsenjaliya)]
1. [Pernod-Ricard](https://www.pernod-ricard.com/) [[@romain-nio](https://github.com/romain-nio)]
1. [Plaid](https://www.plaid.com/) [[@plaid](https://github.com/plaid), [@AustinBGibbons](https://github.com/AustinBGibbons) & [@jeeyoungk](https://github.com/jeeyoungk)]
1. [Playbuzz](https://www.playbuzz.com/) [[@clintonboys](https://github.com/clintonboys) & [@dbn](https://github.com/dbn)]
1. [PMC](https://pmc.com/) [[@andrewm4894](https://github.com/andrewm4894)]
1. [Poshmark](https://www.poshmark.com)
1. [Postmates](http://www.postmates.com) [[@syeoryn](https://github.com/syeoryn)]
1. [Pronto Tools](http://www.prontotools.io/) [[@zkan](https://github.com/zkan) & [@mesodiar](https://github.com/mesodiar)]
1. [Publicis Pixelpark](https://www.publicispixelpark.de/) [[@feluelle](https://github.com/feluelle)]
1. [PubNub](https://pubnub.com) [[@jzucker2](https://github.com/jzucker2)]
1. [PXYData](https://www.pxydata.com) [[@patchus](http://github.com/patchus)]
1. [Qplum](https://qplum.co) [[@manti](https://github.com/manti)]
1. [Quantopian](https://www.quantopian.com/) [[@eronarn](http://github.com/eronarn)]
1. [Qubole](https://qubole.com) [[@msumit](https://github.com/msumit)]
1. [Quizlet](https://quizlet.com) [[@quizlet](https://github.com/quizlet)]
1. [Quora](https://www.quora.com/)
1. [REA Group](https://www.rea-group.com/)
1. [Reddit](https://www.reddit.com/) [[@reddit](https://github.com/reddit/)]
1. [Reverb](https://reverb.com)[[@reverbdotcom](https://github.com/reverbdotcom)]
1. [Robinhood](https://robinhood.com) [[@vineet-rh](https://github.com/vineet-rh)]
1. [Scaleway](https://scaleway.com) [[@kdeldycke](https://github.com/kdeldycke)]
1. [Seasoned](https://www.seasoned.co/) [[@joshuacano](https://github.com/joshuacano)] & [[@mmyers](https://github.com/mmyers5)] & [[@tjward](https://github.com/tjward)]
1. [Secret Escapes](https://www.secretescapes.com) [[@secretescapes](https://github.com/secretescapes)]
1. [Semantics3](https://www.semantics3.com) [[@abishekk92](https://github.com/abishekk92)]
1. [Sense360](https://github.com/Sense360) [[@kamilmroczek](https://github.com/KamilMroczek)]
1. [Shopkick](https://shopkick.com/) [[@shopkick](https://github.com/shopkick)]
1. [Sidecar](https://hello.getsidecar.com/) [[@getsidecar](https://github.com/getsidecar)]
1. [SimilarWeb](https://www.similarweb.com/) [[@similarweb](https://github.com/similarweb)]
1. [Skyscanner](https://www.skyscanner.net/) [[@skyscanner](https://github.com/Skyscanner)]
1. [SmartNews](https://www.smartnews.com/) [[@takus](https://github.com/takus)]
1. [SnapTravel](https://www.snaptravel.com/)
1. [SocialCops](https://www.socialcops.com/) [[@vinayak-mehta](https://github.com/vinayak-mehta) & [@sharky93](https://github.com/sharky93)]
1. [Société générale](https://www.societegenerale.fr/) [[@medmrgh](https://github.com/medmrgh) & [@s83](https://github.com/s83)]
1. [Spotahome](https://www.spotahome.com/) [[@spotahome](https://github.com/spotahome)]
1. [SpotHero](https://github.com/spothero) [[@benjigoldberg](https://github.com/benjigoldberg)]
1. [Spotify](https://github.com/spotify) [[@znichols](https://github.com/znichols)]
1. [Square](https://squareup.com/)
1. [Stackspace](https://beta.stackspace.io/)
1. [StoneCo](https://www.stone.co) [[@lgwacker](https://github.com/lgwacker)]
1. [Strava](https://strava.com) [[@strava](https://github.com/strava), [@dhuang](https://github.com/dhuang) & [@liamstewart](https://github.com/liamstewart)]
1. [Stripe](https://stripe.com) [[@jbalogh](https://github.com/jbalogh)]
1. [Strongmind](https://www.strongmind.com) [[@tomchapin](https://github.com/tomchapin) & [@wongstein](https://github.com/wongstein)]
1. [Surfline](https://www.surfline.com/) [[@jawang35](https://github.com/jawang35)]
1. [T2 Systems](http://t2systems.com) [[@unclaimedpants](https://github.com/unclaimedpants)]
1. [Tails.com](https://tails.com/) [[@alanmcruickshank](https://github.com/alanmcruickshank)]
1. [TEK](https://www.tek.fi/en) [[@telac](https://github.com/telac)]
1. [Telefonica Innovation Alpha](https://www.alpha.company/) [[@Alpha-Health](https://github.com/Alpha-health)]
1. [Telia Company](https://www.teliacompany.com/en)
1. [Tesla](https://www.tesla.com/) [[@thoralf-gutierrez](https://github.com/thoralf-gutierrez)]
1. [The Home Depot](https://www.homedepot.com/)[[@apekshithr](https://github.com/apekshithr)]
1. [THE ICONIC](https://www.theiconic.com.au/) [[@revathijay](https://github.com/revathijay)] [[@ilikedata](https://github.com/ilikedata)]
1. [Thinking Machines](https://thinkingmachin.es) [[@marksteve](https://github.com/marksteve)]
1. [Thinknear](https://www.thinknear.com/) [[@d3cay1](https://github.com/d3cay1), [@ccson](https://github.com/ccson), & [@ababian](https://github.com/ababian)]
1. [ThoughtWorks](https://www.thoughtworks.com/) [[@sann3](https://github.com/sann3)]
1. [Thumbtack](https://www.thumbtack.com/) [[@natekupp](https://github.com/natekupp)]
1. [Tictail](https://tictail.com/)
1. [Tile](https://tile.com/) [[@ranjanmanish](https://github.com/ranjanmanish)]
1. [Tinder](https://tinder.com/) [[@kbendick](https://github.com/kbendick)]
1. [Tokopedia](https://www.tokopedia.com/) [[@topedmaria](https://github.com/topedmaria)]
1. [Trocafone](https://www.trocafone.com/) [[@idontdomath](https://github.com/idontdomath) & [@gseva](https://github.com/gseva) & [@ordonezf](https://github.com/ordonezf) & [@PalmaLeandro](https://github.com/PalmaLeandro)]
1. [Twine Labs](https://www.twinelabs.com/) [[@ivorpeles](https://github.com/ivorpeles)]
1. [Twitter](https://www.twitter.com/) [[@aoen](https://github.com/aoen)]
1. [Ubisoft](https://www.ubisoft.com/) [[@Walkoss](https://github.com/Walkoss)]
1. [United Airlines](https://www.united.com/) [[@ilopezfr](https://github.com/ilopezfr)]
1. [Upsight](https://www.upsight.com)
1. [VeeR VR](https://veer.tv) [[@pishilong](https://github.com/pishilong)]
1. [Veikkaus](https://www.veikkaus.fi) [[@hixus](https://github.com/hixus)]
1. [Vente-Exclusive.com](http://www.vente-exclusive.com/) [[@alexvanboxel](https://github.com/alexvanboxel)]
1. [Vevo](https://www.vevo.com/) [[@csetiawan](https://github.com/csetiawan) & [@jerrygillespie](https://github.com/jerrygillespie)]
1. [Vidio](https://www.vidio.com/)
1. [Ville de Montréal](http://ville.montreal.qc.ca/)[@VilledeMontreal](https://github.com/VilledeMontreal/)]
1. [Vnomics](https://github.com/vnomics) [[@lpalum](https://github.com/lpalum)]
1. [Waze](https://www.waze.com) [[@waze](https://github.com/wazeHQ)]
1. [WePay](http://www.wepay.com) [[@criccomini](https://github.com/criccomini) & [@mtagle](https://github.com/mtagle)]
1. [WeTransfer](https://github.com/WeTransfer) [[@coredipper](https://github.com/coredipper) & [@higee](https://github.com/higee) & [@azclub](https://github.com/azclub)]
1. [Whistle Labs](http://www.whistle.com) [[@ananya77041](https://github.com/ananya77041)]
1. [WiseBanyan](https://wisebanyan.com/)
1. [Wooga](https://www.wooga.com/)
1. [Xero](https://www.xero.com/) [[@yan9yu](https://github.com/yan9yu) & [adamantnz](https://github.com/adamantnz/)]
1. [Xoom](https://www.xoom.com/)
1. [Yahoo!](https://www.yahoo.com/)
1. [Yieldr](https://www.yieldr.com/) [[@ggeorgiadis](https://github.com/ggeorgiadis)]
1. [Zapier](https://www.zapier.com) [[@drknexus](https://github.com/drknexus) & [@statwonk](https://github.com/statwonk)]
1. [Zego](https://www.zego.com/) [[@ruimffl](https://github.com/ruimffl), [@james-welly](https://github.com/james-welly), [@ken-payne](https://github.com/ken-payne)]
1. [Zendesk](https://www.github.com/zendesk)
1. [Zenly](https://zen.ly) [[@cerisier](https://github.com/cerisier) & [@jbdalido](https://github.com/jbdalido)]
1. [Zymergen](https://www.zymergen.com/)
1. [Zynga](https://www.zynga.com)

## 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

- [Documentation](https://airflow.apache.org/)
- [Chat](https://apache-airflow-slack.herokuapp.com/)
- [More](https://cwiki.apache.org/confluence/display/AIRFLOW/Airflow+Links)