So, let’s sum up the pros and cons of each tool:
Summary of pros/cons of Airflow, Kubeflow and Prefect
20 Matching Annotations
- Mar 2023
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The airflow environment must have all the libraries that are being imported in all DAGs. Without using containerization all Airflow pipelines are launched within the same environment. This leads to limitations in using exotic libraries or conflicting module versions for different projects.
Main con of Airflow
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Prefect is a comparatively new but promising orchestration tool that appeared in 2018. The tool positions itself as a replacement for Airflow, featuring greater flexibility and simplicity. It is an open-source project; however, there is a paid cloud version to track workflows.
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Airflow has been one of the most popular orchestrating tools for several years.
(see the graph above)
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- Jan 2023
- Oct 2022
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www.astronomer.io www.astronomer.io
- Jan 2022
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twitter.com twitter.com
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Jennifer K McDonald. (2021, October 16). Here’s the rebreathed fraction of air table from the all-knowing @DavidElfstrom [Tweet]. @JenniferKShea. https://twitter.com/JenniferKShea/status/1449380211435479047
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twitter.com twitter.com
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ReconfigBehSci on Twitter: ‘RT @PassivhausPlus: @NHeadteacher @SuziePeat https://t.co/pNsLTRvfSD More than 300 such systems now installed in German schools...if you fi…’ / Twitter. (n.d.). Retrieved 14 January 2022, from https://twitter.com/SciBeh/status/1449880306299785219
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- Nov 2021
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twitter.com twitter.comTwitter1
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Jose-Luis Jimenez on Twitter. (n.d.). Twitter. Retrieved 5 November 2021, from https://twitter.com/jljcolorado/status/1435977594302713858
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- Oct 2021
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www.oreilly.com www.oreilly.com
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few battle-hardened options, for instance: Airflow, a popular open-source workflow orchestrator; Argo, a newer orchestrator that runs natively on Kubernetes, and managed solutions such as Google Cloud Composer and AWS Step Functions.
Current top orchestrators:
- Airflow
- Argo
- Google Cloud Composer
- AWS Step Functions
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- Jul 2021
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twitter.com twitter.com
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Prof Cath Noakes #Ventilate 😷 💙 on Twitter: “A thread today about windows and ventilation, and some things you can do to make the most of your windows for comfort and infection risk 1/” / Twitter. (n.d.). Retrieved July 19, 2021, from https://twitter.com/CathNoakes/status/1416368008801492994
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- Feb 2021
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advances.sciencemag.org advances.sciencemag.org
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Mathai, V., Das, A., Bailey, J. A., & Breuer, K. (2021). Airflows inside passenger cars and implications for airborne disease transmission. Science Advances, 7(1), eabe0166. https://doi.org/10.1126/sciadv.abe0166
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www.theguardian.com www.theguardian.com
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Davies, R., & Elgot, J. (2021, February 17). Air systems in some UK quarantine hotels ‘risk spreading Covid’. The Guardian. https://www.theguardian.com/politics/2021/feb/17/air-systems-in-some-uk-quarantine-hotels-risk-spreading-covid
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- Feb 2020
- Dec 2019
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airflow.apache.org airflow.apache.org
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- Sep 2019
- Aug 2019
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www.slideshare.net www.slideshare.net
- Apr 2019
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medium.com medium.com
- Dec 2018
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aws.amazon.com aws.amazon.com
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discourse.nixos.org discourse.nixos.org