Spark vs Dask | Why We Switched from Spark to Dask | Sébastien Arnaud at Steppingblocks | June 2022
Coiled
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Spark vs Dask | Why We Switched from Spark to Dask | Sébastien Arnaud at Steppingblocks | June 2022
2 377 просмотров · 4 года назад
Coiled
2 тыс. подписчиков
2 377 просмотров · 4 года назад
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Spark vs Dask for big data analytics...which should you pick?
Steppingblocks is a big data analytics company that provides workforce and education analytics on over 130 million individuals in the U.S to universities, employers, and government agencies. Join us for a conversation with Sébastien Arnaud, Chief Technology & Data Officer at Steppingblocks, and discover how he handled an ever-growing amount of data with a small but mighty team. Wolfe Nelson, Senior Data Engineer at Steppingblocks, will join him to demo a few essential techniques they learned along the way on their Dask journey.
In this webinar, you will learn about
Who is Steppingblocks (https://www.steppingblocks.com)? Learn about their unique big data offering to clients
Scaling in post-pandemic times and how they managed to scale quickly in a difficult hiring market
Spark vs Dask: What technical reasons led them to switch away from Spark/Databricks to Dask/Coiled
Some more reading on this topic:
Blog - Spark vs. Dask vs. Ray
https://www.coiled.io/blog/spark-vs-d...
Other videos:
• Databricks vs. Dask and Coiled
Key Moments
00:00:00 Intro
00:01:06 Who is Steppingblocks?
00:03:33 Steppingblocks Data Process
00:05:01 Our Data Journey So Far
00:06:53 Why We Moved from Spark vs Dask
00:09:42 The Migration to Dask & Coiled
00:12:36 Pain Points
00:14:34 Some Migration Results & Metrics
00:16:47 Our Journey Since Migrating to Dask
00:22:45 Tips, Tricks & Challenges
00:29:33 Sample Notebook
00:33:12 Q & A
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Learn more about Coiled and get started for free
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More content on our blog:
https://coiled.io/blog