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README.md

Apache Airflow

PyPI version Build Status Coverage Status Documentation Status License PyPI - Python Version Twitter Follow Slack Status

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.

Table of contents

Getting started

Please visit the Airflow Platform documentation (latest stable release) for help with installing Airflow, getting a quick start, or a more complete tutorial.

Documentation of GitHub master (latest development branch): ReadTheDocs Documentation

For further information, please visit the Airflow Wiki.

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 or Storm space, it is more comparable to Oozie or Azkaban.

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.

  • Tree View: Tree representation of a DAG that spans across time.

  • Graph View: Visualization of a DAG's dependencies and their current status for a specific run.

  • Task Duration: Total time spent on different tasks over time.

  • Gantt View: Duration and overlap of a DAG.

  • Code View: Quick way to view source code of a DAG.

Contributing

Want to help build Apache Airflow? Check out our contributing documentation.

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:

  1. 4G Capital [@posei]
  2. 6play [@lemourA, @achaussende, @d-nguyen, @julien-gm]
  3. 8fit [@nicor88, @frnzska]
  4. 90 Seconds [@aaronmak]
  5. 99 [@fbenevides, @gustavoamigo & @mmmaia]
  6. AdBOOST [AdBOOST]
  7. Adobe [@mishikaSingh, @ramandumcs, @vardancse]
  8. Agari [@r39132]
  9. Agoda [@akki]
  10. Airbnb [@mistercrunch, @artwr]
  11. AirDNA
  12. Airfinity [@sibowyer]
  13. Airtel [@harishbisht]
  14. Alan [@charles-go]
  15. allegro.pl [@kretes]
  16. AloPeyk [@blcksrx, @AloPeyk]
  17. AltX [@pedromduarte]
  18. AMPATH[@AMPATH, @fatmali]
  19. Apigee [@btallman]
  20. ARGO Labs [@California Data Collaborative]
  21. ARMEDANGELS [@swiffer]
  22. Arquivei [@arquivei]
  23. Arrive
  24. Asana [@chang, @dima-asana, @jdavidheiser, @ricardoandresrojas]
  25. Astronomer [@schnie, @ashb, @kaxil, @dimberman, @andriisoldatenko, @ryw, @andrewhharmon]
  26. Auth0 [@sicarul]
  27. Away [@trunsky]
  28. Azri Solutions [@userimack]
  29. Bagelcode
  30. BalanceHero [@swalloow]
  31. Banco de Formaturas [@guiligan]
  32. BandwidthX [@dineshdsharma]
  33. Basetis
  34. BBM
  35. Beamly [@christopheralcock]
  36. Beeswax
  37. Bellhops
  38. BelugaDB [@fabio-nukui & @joao-sallaberry & @lucianoviola & @tmatuki]
  39. Betterment [@betterment]
  40. Bexs Bank [@felipefb & @ilarsen]
  41. BigQuant [@bigquant]
  42. BlaBlaCar [@puckel & @wmorin]
  43. Blacklane [@serkef]
  44. Bloc [@dpaola2]
  45. Bloomberg [@dimberman]
  46. Blue Yonder [@blue-yonder]
  47. BlueApron [@jasonjho & @matthewdavidhauser]
  48. Bluecore [@JLDLaughlin]
  49. Bluekiri [@Bluekiri]
  50. Boda Telecom Suite - CE [@erssebaggala, @bodastage]
  51. Bodastage Solutions [@erssebaggala, @bodastage]
  52. Bombora Inc [@jeffkpayne, @pakelley, @dNavalta, @austynh, @TheOriginalAlex]
  53. Bonial International GmbH
  54. Bonnier Broadcasting [@wileeam]
  55. BounceX [@JoshFerge, @hudsonrio, @ronniekritou]
  56. Braintree [@coopergillan, @curiousjazz77, @raymondberg]
  57. Branch [@sdebarshi, @dmitrig01]
  58. Caesars Entertainment
  59. California Data Collaborative powered by ARGO Labs
  60. Capital One [@anoopengineer]
  61. Carbonite [@ajbosco]
  62. CarLabs [@sganz & @odannyc]
  63. CAVA [@minh5 & @patchus]
  64. Celect [@superdosh & @chadcelect]
  65. Censys [@zakird, @dadrian, & @andrewsardone]
  66. Change.org [@change, @vijaykramesh]
  67. Chartboost [@cgelman & @dclubb]
  68. Checkr [@tongboh]
  69. Children's Hospital of Philadelphia Division of Genomic Diagnostics [@genomics-geek]
  70. Cinimex DataLab [@kdubovikov]
  71. City of San Diego [@MrMaksimize, @andrell81 & @arnaudvedy]
  72. City of Toronto [@CityofToronto, @radumas]
  73. Civey [@WesleyBatista]
  74. Clairvoyant [@shekharv]
  75. Classmethod, Inc. [@shoito]
  76. Cleartax [@anks & @codebuff]
  77. Clover Health [@gwax & @vansivallab]
  78. Collectivehealth Inc. [@retornam]
  79. Compass [@wdhorton]
  80. ConnectWise [@jacobeturpin]
  81. ContaAzul [@bern4rdelli, @renanleme & @sabino]
  82. Cotap [@maraca & @richardchew]
  83. Craig@Work
  84. Crealytics
  85. Credit Karma [@preete-dixit-ck & @harish-gaggar-ck & @greg-finley-ck]
  86. Creditas [@dcassiano]
  87. CreditCards.com[@vmAggies & @jay-wallaby]
  88. Cryptalizer.com
  89. Custom Ink [@david-dalisay, @dmartin11 & @mpeteuil]
  90. Cyscale [@ocical]
  91. Dailymotion [@germaintanguy & @hc]
  92. Danamica [@testvinder]
  93. Data Reply [@kaxil]
  94. DataCamp [@dgrtwo]
  95. DataFox [@sudowork]
  96. Dentsu Inc. [@bryan831 & @loozhengyuan]
  97. Digital First Media [@duffn & @mschmo & @seanmuth]
  98. DigitalOcean [@ajbosco]
  99. DoorDash
  100. Dotmodus [@dannylee12]
  101. Drivy [@AntoineAugusti]
  102. Easy Taxi [@caique-lima & @diraol]
  103. EllisDon [@d2kalra & @zbasama]
  104. Enigma [@hydrosquall]
  105. eRevalue [@hamedhsn]
  106. Etsy [@mchalek]
  107. evo.company [@orhideous]
  108. Experity (formerly DocuTAP) [@cloneluke & @tobyjoliver]
  109. Fathom Health
  110. Firestone Inventing [@zihengCat]
  111. Flipp [@sethwilsonwishabi]
  112. Format [@format & @jasonicarter]
  113. FreshBooks [@DinoCow]
  114. FullContact
  115. Fuller, Inc. [@wutali & @sh-tech]
  116. Fundera [@andyxhadji]
  117. G Adventures [@chchtv11, @tgumbley, @tomwross]
  118. GameWisp [@tjbiii & @theryanwalls]
  119. GeneCards [@oferze]
  120. Gentner Lab [@neuromusic]
  121. Get Simpl [@rootcss]
  122. GitLab [@tlapiana & @tayloramurphy]
  123. Glassdoor [@syvineckruyk & @sid88in]
  124. Global Fashion Group [@GFG]
  125. GoDataDriven [@BasPH, @danielvdende, @ffinfo, @Fokko, @gglanzani, @hgrif, @jrderuiter, @NielsZeilemaker]
  126. GovTech GDS [@chrissng & @datagovsg]
  127. Grab [@calvintran]
  128. Gradeup [@gradeup]
  129. Grand Rounds [@richddr, @timz1290, @wenever, & @runongirlrunon]
  130. Groupalia [@jesusfcr]
  131. Groupon [@stevencasey]
  132. Growbots[@exploy]
  133. GSN Games
  134. Gusto [@frankhsu]
  135. Handshake [@mhickman]
  136. Handy [@marcintustin / @mtustin-handy]
  137. happn [@pcorbel]
  138. HAVAN [@botbiz]
  139. HBC Digital [@tmccartan & @dmateusp]
  140. HBO[@yiwang]
  141. Healthjump [@miscbits]
  142. HelloFresh [@tammymendt & @davidsbatista & @iuriinedostup]
  143. Hipages [@arihantsurana]
  144. Holimetrix [@thibault-ketterer]
  145. Hootsuite
  146. Hostnfly [@CyrilLeMat & @pierrechopin & @alexisrosuel]
  147. HotelQuickly [@zinuzoid]
  148. Huq Industries [@huqindustries, @alepuccetti, @turbomerl]
  149. Iflix [@ChaturvediSulabh]
  150. IFTTT [@apurvajoshi]
  151. iHeartRadio[@yiwang]
  152. imgix [@dclubb]
  153. ING
  154. Instacart 🥕 [@arp1t & @code-sauce & @jasonlew & @j4p3 & @lubert & @mmontagna & @RyanAD &@zzadeh]
  155. Intercom [@fox & @paulvic]
  156. Interia
  157. Investorise [@svenvarkel]
  158. iS2.co [@iS2co]
  159. Jampp
  160. Jeitto [@BrennerPablo & @ds-mauri]
  161. Jetlore [@bderose]
  162. JobTeaser [@stefani75 & @knil-sama]
  163. JULO [@sepam & @tenapril & @verzqy]
  164. Kalibrr [@charlesverdad]
  165. Kargo [@chaithra-yenikapati, @akarsh3007 & @dineshanchan]
  166. Karmic [@hyw]
  167. King [@nathadfield]
  168. King Abdullah Petroleum Studies and Research Center(KAPSARC) [@saianupkumarp]
  169. Kiwi.com [@underyx]
  170. Kogan.com [@geeknam]
  171. Korbit [@jensenity]
  172. KPN B.V. [@biyanisuraj & @gmic]
  173. Kroton Educacional
  174. Lemann Foundation [@fernandosjp]
  175. LeMans Corporation [@alloydwhitlock] & [@tinyrye]
  176. LendUp [@lendup]
  177. LetsBonus [@jesusfcr & @OpringaoDoTurno]
  178. Liberty Global [@LibertyGlobal]
  179. liligo [@tromika]
  180. LingoChamp [@haitaoyao]
  181. Logitravel Group
  182. Los Angeles Times [@standyro]
  183. LokSuvidha [@saurabhwahile]
  184. Lucid [@jbrownlucid & @kkourtchikov]
  185. Lumos Labs [@rfroetscher & @zzztimbo]
  186. Lyft [@feng-tao, @milton0825, @astahlman, @youngyjd, @ArgentFalcon]
  187. M4U [@msantino]
  188. Madrone [@mbreining & @scotthb]
  189. Markovian [@al-xv, @skogsbaeck, @waltherg]
  190. Mercadoni [@demorenoc]
  191. Mercari [@yu-iskw]
  192. MFG Labs
  193. MiNODES [@dice89, @diazcelsa]
  194. Modernizing Medicine[@kehv1n, @dalupus]
  195. Multiply [@nrhvyc]
  196. mytaxi [@mytaxi]
  197. National Bank of Canada [@brilhana]
  198. Neoway [@neowaylabs]
  199. Nerdwallet
  200. New Relic [@marcweil]
  201. Newzoo [@newzoo-nexus]
  202. NEXT Trucking [@earthmancash2, @kppullin]
  203. Nextdoor [@SivaPandeti, @zshapiro & @jthomas123]
  204. Nine [@TheZepto]
  205. OdysseyPrime [@davideberdin]
  206. OfferUp
  207. OneFineStay [@slangwald]
  208. Open Knowledge International @vitorbaptista
  209. Optum - UnitedHealthGroup [@hiteshrd]
  210. Outcome Health [@mikethoun, @rolandotribo]
  211. Overstock [@mhousley & @mct0006]
  212. OVH [@ncrocfer & @anthonyolea]
  213. Pagar.me [@pagarme]
  214. Palo Alto Networks [@PaloAltoNetworks]
  215. Pandora Media [@Acehaidrey & @wolfier]
  216. PayFit [@pcorbel]
  217. PAYMILL [@paymill & @matthiashuschle]
  218. PayPal [@r39132 & @jhsenjaliya]
  219. Pecan [@ohadmata]
  220. Pernod-Ricard [@romain-nio]
  221. Plaid [@plaid, @AustinBGibbons & @jeeyoungk]
  222. Playbuzz [@clintonboys & @dbn]
  223. PMC [@andrewm4894]
  224. Poshmark
  225. Postmates [@syeoryn]
  226. Premise [@jmccallum-premise]
  227. Pronto Tools [@zkan & @mesodiar]
  228. proton.ai [@prmsolutions]
  229. Publicis Pixelpark [@feluelle]
  230. PubNub [@jzucker2]
  231. PXYData [@patchus]
  232. Qplum [@manti]
  233. Quantopian [@eronarn]
  234. Qubole [@msumit]
  235. Quizlet [@quizlet]
  236. Quora
  237. Raízen [@rudlac & @guifneves]
  238. REA Group
  239. Reddit [@reddit]
  240. Reverb[@reverbdotcom]
  241. Revolut [@sztanko & @nautilus28]
  242. Robinhood [@vineet-rh]
  243. Scaleway [@kdeldycke]
  244. Seasoned [@joshuacano] & [@mmyers] & [@tjward]
  245. Secret Escapes [@secretescapes]
  246. Semantics3 [@abishekk92]
  247. Sense360 [@kamilmroczek]
  248. Sentry.io [@tiopi]
  249. Shopkick [@shopkick]
  250. Sidecar [@getsidecar]
  251. SimilarWeb [@similarweb]
  252. Skyscanner [@skyscanner]
  253. SmartNews [@takus]
  254. SnapTravel
  255. SocialCops [@vinayak-mehta & @sharky93]
  256. Société générale [@medmrgh & @s83]
  257. Spotahome [@spotahome]
  258. SpotHero [@benjigoldberg]
  259. Spotify [@znichols]
  260. Square
  261. Stackspace
  262. StoneCo [@lgwacker]
  263. Strava [@strava, @dhuang & @liamstewart]
  264. Stripe [@jbalogh]
  265. Strongmind [@tomchapin & @wongstein]
  266. Surfline [@jawang35]
  267. T2 Systems [@unclaimedpants]
  268. Tails.com [@alanmcruickshank]
  269. TEK [@telac]
  270. Telefonica Innovation Alpha [@Alpha-Health]
  271. Telia Company
  272. Tesla [@thoralf-gutierrez]
  273. The Home Depot[@apekshithr]
  274. THE ICONIC [@revathijay] [@ilikedata]
  275. Thinking Machines [@marksteve]
  276. Thinknear [@d3cay1, @ccson, & @ababian]
  277. ThoughtWorks [@sann3]
  278. Thumbtack [@natekupp]
  279. Tictail
  280. Tile [@ranjanmanish]
  281. Tinder [@kbendick]
  282. Tokopedia [@topedmaria]
  283. Trocafone [@idontdomath & @gseva & @ordonezf & @PalmaLeandro]
  284. Twine Labs [@ivorpeles]
  285. Twitter [@aoen]
  286. Ubisoft [@Walkoss]
  287. United Airlines [@ilopezfr]
  288. Upsight
  289. VeeR VR [@pishilong]
  290. Veikkaus [@hixus]
  291. Vente-Exclusive.com [@alexvanboxel]
  292. Vevo [@csetiawan & @jerrygillespie]
  293. Vidio
  294. Ville de Montréal@VilledeMontreal]
  295. Vnomics [@lpalum]
  296. Walmart Labs [@bharathpalaksha, @vipul007ravi]
  297. Waze [@waze]
  298. WePay [@criccomini & @mtagle]
  299. WeTransfer [@coredipper & @higee & @azclub]
  300. Whistle Labs [@ananya77041]
  301. WiseBanyan
  302. Wooga
  303. Xero [@yan9yu & adamantnz]
  304. Xoom
  305. Yahoo!
  306. Yieldr [@ggeorgiadis]
  307. Zapier [@drknexus & @statwonk]
  308. Zego [@ruimffl, @james-welly, @ken-payne]
  309. Zendesk
  310. Zenly [@cerisier & @jbdalido]
  311. Zymergen
  312. Zynga

Who Maintains Apache Airflow?

Airflow is the work of the community, but the core committers/maintainers 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.

Can I use the Apache Airflow logo in my presentation?

Yes! Be sure to abide by the Apache Foundation trademark policies and the Apache Airflow Brandbook. The most up to date logos are found in this repo and on the Apache Software Foundation website.

Links

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