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AirFlow is a system to programmatically author, schedule and monitor data pipelines.

License: Other

Python 30.09% HTML 6.08% Mako 0.03% JavaScript 61.27% CSS 2.47% Shell 0.05%

airflow's Introduction

Airflow

Airflow is a platform to programmatically author, schedule and monitor data pipelines.

When workflows are defined as code, they becomes more maintainable, versionable, testable, and collaborative.

![img] (http://i.imgur.com/6Gs4hxT.gif)

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.

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.

Who uses Airflow?

As the 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 officialy using Airflow:

Links

airflow's People

Contributors

adamhaney avatar akuhn avatar artwr avatar askeys avatar codewithcheese avatar cooperluan avatar eerwitt avatar gepser avatar gtoonstra avatar jackdanger avatar jbalogh avatar jbalogh-stripe avatar jeremyclover avatar jlowin avatar jomar83 avatar jxlu90 avatar krishnabhupatiraju avatar krishnap avatar microblag avatar mistercrunch avatar msabramo avatar mvfast avatar neovintage avatar r39132 avatar robbwagoner avatar seibert avatar smarden1 avatar statwonk avatar syvineckruyk avatar

Watchers

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airflow's Issues

More detailed exception for bash command

Traceback (most recent call last):
File "/usr/local/lib/python2.7/dist-packages/airflow/models.py", line 850, in run
task_copy.execute(context=context)
File "/usr/local/lib/python2.7/dist-packages/airflow/operators/bash_operator.py", line 64, in execute
raise AirflowException("Bash command failed")

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