Tecton
The Enterprise Feature Platform for Machine Learning
1d ago
Has API
PricingEnterprise
Enterprise
Feature engineering for ML
Real-time feature serving
Offline feature serving for training
Feast
4.7
Free Users praise Feast for its robustness in bridging the gap between data engineering and data science, specifically highlighting the point-in-time join capability. Some find the initial configuration of cloud providers complex.
The open-source standard for consistent ML feature serving and storage across training and production.
DevelopmentFree pricingAPI availableUpdated 2026-04-01
Good for:Feature serving for real-time inferenceHistorical feature retrieval for training
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The open-source standard for consistent ML feature serving and storage across training and production.
About Feast
Feast (Feature Store) is a CNCF-incubated open-source framework designed to bridge the gap between data engineering and machine learning. As of 2026, Feast remains the industry standard for managing the operational lifecycle of ML features. It provides a unified interface for defining, storing, and serving features, ensuring that the same feature logic is applied during both model training (offline) and real-time inference (online). The architecture is decoupled, allowing it to interface with high-performance storage backends like Redis or DynamoDB for low-latency online retrieval, and data warehouses like BigQuery, Snowflake, or Redshift for historical point-in-time joins. This prevents 'training-serving skew,' one of the most common failure modes in production AI. Feast's 2026 positioning emphasizes its role as the 'connective tissue' in the modern AI stack, enabling teams to scale from a single model to thousands of production-grade features without reinventing data pipelines for every new deployment.
Quick Summary
The open-source standard for consistent ML feature serving and storage across training and production.
15-30 minutesSetup: advanced
MLOpsFeature Store
Product Release Intel
Data Freshness
Checked Apr 1, 2026
Visual Preview
Quick visual proof for Feast. Helps non-technical users understand the interface faster.
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Sources tracked: 6
Core Capabilities
Feast (Feature Store) is a CNCF-incubated open-source framework designed to bridge the gap between data engineering and machine learning.
