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Feathr: LinkedIn's High-performance Feature Store // David Stein // Coffee Sessions #120

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Sep 2, 2022
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ANECDOTE

Feathr's Origin Story

  • David Stein built Feathr at LinkedIn starting around 2015/2016, originally under a different name.
  • It arose from the challenge of managing complex feature data preparation workflows across teams and evolving ML applications.
INSIGHT

Clean Concepts

  • Building Feathr over six years taught valuable lessons about simplifying complex systems for users.
  • Clean concepts and user-centric design are crucial, reducing the need for later corrections.
INSIGHT

Decoupling Features from Code

  • Feathr decouples features from code, allowing engineers to reason about and change them independently.
  • This standardization enables consistent understanding and usage across the organization.
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