All Episodes

September 25, 2025 24 mins

The orchestration of data workflows at scale requires both flexibility and security. At Pattern, decoupling scheduling from orchestration has reshaped how data teams manage large-scale pipelines.


In this episode, we are joined by William Graham, Senior Data Engineer at Pattern, who explains how his team leverages Apache Airflow alongside their open-source tool Heimdall to streamline scheduling, orchestration and access management.


Key Takeaways:


00:00 Introduction.

02:44 Structure of Pattern’s data teams across acquisition, engineering and platform.

04:27 How Airflow became the central scheduler for batch jobs.

08:57 Credential management challenges that led to decoupling scheduling and orchestration.

12:21 Heimdall simplifies multi-application access through a unified interface.

13:15 Standardized operators in Airflow using Heimdall integration.

17:13 Open-source contributions and early adoption of Heimdall within Pattern.

21:01 Community support for Airflow and satisfaction with scheduling flexibility.


Resources Mentioned:


William Graham

https://www.linkedin.com/in/willgraham2/


Pattern | LinkedIn

https://www.linkedin.com/company/pattern-hq/


Pattern | Website

https://pattern.com


Apache Airflow

https://airflow.apache.org


Heimdall on GitHub

https://github.com/patterninc/heimdall


Netflix Genie

https://netflix.github.io/genie/




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

Mark as Played

Advertise With Us

Popular Podcasts

Stuff You Should Know
Dateline NBC

Dateline NBC

Current and classic episodes, featuring compelling true-crime mysteries, powerful documentaries and in-depth investigations. Follow now to get the latest episodes of Dateline NBC completely free, or subscribe to Dateline Premium for ad-free listening and exclusive bonus content: DatelinePremium.com

The Breakfast Club

The Breakfast Club

The World's Most Dangerous Morning Show, The Breakfast Club, With DJ Envy, Jess Hilarious, And Charlamagne Tha God!

Music, radio and podcasts, all free. Listen online or download the iHeart App.

Connect

© 2025 iHeartMedia, Inc.