Feature store: The front-end for all of your AI data pipelines

Published: (January 14, 2026 at 07:00 PM EST)
1 min read

Source: Red Hat Blog

Overview

Enterprise AI is evolving beyond individual models to unified data ecosystems. As organizations scale their AI initiatives, an exciting opportunity emerges—building a unified data gateway that connects every step of your AI pipeline, from raw data through compute processing to feature catalogs and model serving. This isn’t just about managing complexity, it’s about creating a foundation that helps accelerate innovation.

One recurring challenge organizations face is that data scientists end up rebuilding the same features over and over again. One team calculates customer lifetime value for a ch…

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