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文库首页操作系统OS藏经阁-Scaling Data Science Capabilities with Spark at Stitch Fix.p

藏经阁-Scaling Data Science Capabilities with Spark at Stitch Fix.p

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藏经阁-Scaling Data Science Capabilities with Spark at Stitch Fix.p

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Scaling Data Science

Capabilities with Spark at

Stitch Fix

Derek Bennett

Overview

• About us

• Our usage of Spark

• Details of our Spark Architecture

• Challenges and Ongoing Work

About Stitch Fix

• Personalized online retail company based in

San Francisco, CA USA

• Stylists create shipments (“fixes”) based on

algorithmic recommendations and requests

• Customer pays for what they keep and returns

the rest, along with feedback on checkout

• “Empowering people to find what they love”

About The Algorithms Team

• Over 80 people dedicated to analytics and data

science capabilities

– Three vertically focused teams of data scientists

– Data platform team providing infrastructure, services

and tools to all vertical teams

• Data scientists own their pipelines

– Platform team has a self service charter

– “Engineers shouldn’t write ETL”

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