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Inside Vinted’s Code-Generated Airflow Pipelines with Oscar Ligthart and Rodrigo Loredo

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内容由The Data Flowcast提供。所有播客内容(包括剧集、图形和播客描述)均由 The Data Flowcast 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal

The shift from monolithic to decentralized data workflows changes how teams build, connect and scale pipelines.

In this episode, we feature Oscar Ligthart, Lead Data Engineer, and Rodrigo Loredo, Lead Analytics Engineer, both at Vinted, as we unpack their YAML-driven abstraction that generates Airflow DAGs and standardizes cross-team orchestration.

Key Takeaways:

00:00 Introduction.

05:28 Challenges of decentralization.

06:45 YAML-based generator standardizes pipelines and dependencies.

12:28 Declarative assets and sensors align cross-DAG dependencies.

17:29 Task-level callbacks enable auto-recovery and clear ownership.

21:39 Standardized building blocks simplify upgrades and maintenance.

24:52 Platform focus frees domain work.

26:49 Container-only standardization prevents sprawl.

Resources Mentioned:

Oscar Ligthart

https://www.linkedin.com/in/oscar-ligthart/

Rodrigo Loredo

https://www.linkedin.com/in/rodrigo-loredo-410a16134/

Vinted | LinkedIn

https://www.linkedin.com/company/vinted/

Vinted | Website

https://www.vinted.com/?srsltid=AfmBOor87MGR_eLOauCO93V9A-aLDaAhGYx9cnu_oN8s1SAXMlCRuhW7

Apache Airflow

https://airflow.apache.org/

Kubernetes

https://kubernetes.io/

dbt

https://www.getdbt.com/

Google Cloud Vertex AI

https://cloud.google.com/vertex-ai

Airflow Datasets & Assets (concepts)

https://www.astronomer.io/docs/learn/airflow-datasets

Airflow Summit

https://airflowsummit.org/

Thanks for listening to “The Data Flowcast: Mastering Apache Airflow® for Data Engineering and AI.” If you enjoyed this episode, please leave a 5-star review to help get the word out about the show. And be sure to subscribe so you never miss any of the insightful conversations.

#AI #Automation #Airflow #MachineLearning

  continue reading

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Manage episode 515154788 series 2948506
内容由The Data Flowcast提供。所有播客内容(包括剧集、图形和播客描述)均由 The Data Flowcast 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal

The shift from monolithic to decentralized data workflows changes how teams build, connect and scale pipelines.

In this episode, we feature Oscar Ligthart, Lead Data Engineer, and Rodrigo Loredo, Lead Analytics Engineer, both at Vinted, as we unpack their YAML-driven abstraction that generates Airflow DAGs and standardizes cross-team orchestration.

Key Takeaways:

00:00 Introduction.

05:28 Challenges of decentralization.

06:45 YAML-based generator standardizes pipelines and dependencies.

12:28 Declarative assets and sensors align cross-DAG dependencies.

17:29 Task-level callbacks enable auto-recovery and clear ownership.

21:39 Standardized building blocks simplify upgrades and maintenance.

24:52 Platform focus frees domain work.

26:49 Container-only standardization prevents sprawl.

Resources Mentioned:

Oscar Ligthart

https://www.linkedin.com/in/oscar-ligthart/

Rodrigo Loredo

https://www.linkedin.com/in/rodrigo-loredo-410a16134/

Vinted | LinkedIn

https://www.linkedin.com/company/vinted/

Vinted | Website

https://www.vinted.com/?srsltid=AfmBOor87MGR_eLOauCO93V9A-aLDaAhGYx9cnu_oN8s1SAXMlCRuhW7

Apache Airflow

https://airflow.apache.org/

Kubernetes

https://kubernetes.io/

dbt

https://www.getdbt.com/

Google Cloud Vertex AI

https://cloud.google.com/vertex-ai

Airflow Datasets & Assets (concepts)

https://www.astronomer.io/docs/learn/airflow-datasets

Airflow Summit

https://airflowsummit.org/

Thanks for listening to “The Data Flowcast: Mastering Apache Airflow® for Data Engineering and AI.” If you enjoyed this episode, please leave a 5-star review to help get the word out about the show. And be sure to subscribe so you never miss any of the insightful conversations.

#AI #Automation #Airflow #MachineLearning

  continue reading

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