Feature Store
COE.EFficiency
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WHY - Ideal FS
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WHAT - FSs in market
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HOW - Levis FS v1.0
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Demo
WHY
Ideal FS
Ideal FS - DS headache
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Data
- Search -> Access -> Understand -> DQ
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Online/Offline Skew
- POC vs Prod
- Data freshness
Ideal FS
Bottleneck
Lighter, Faster, Stronger
Data Mesh
FS 2
(Data Mesh 2)
FS 3
(Data Mesh 3)
FS 1
(Data Mesh 1)
WHAT
FSs in market
Ideal FS - Databricks FS
Ideal FS - GCP Vertex AI
Ideal FS - GCP Vertex AI
Ideal FS - FEAST
Ideal FS
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FS Databricks
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Vertex AI - GCP
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FEAST
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etc.
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Cost
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Dependency
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Customize
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Data Silos
HOW
FS v1.0
FS Ecosystem V1.0
FS Ecosystem V2.0
FS Ecosystem 3.0
Cloud Archi
Cloud Archi (Common Lib)
Airflow
Orchestration & Automation
Airflow
Orchestration & Automation
