veri

Scalable Feature Store for efficient data management and retrieval.

DecliningOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Cooling

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is veri?

Veri is a scalable feature store designed to manage and retrieve features efficiently. It helps in building robust machine learning pipelines by providing reliable storage and access mechanisms for feature data.

Key differentiator

Veri stands out as a self-hosted, scalable feature store that integrates seamlessly into Python-based machine learning workflows, offering efficient storage and retrieval mechanisms.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Scalable storage for feature datamedium

Efficient retrieval mechanismsmedium

Supports Python ecosystemmedium

↓ Weaknesses

Steep learning curve for non-Python developershigh

API requires Python-specific patterns, TypeScript SDK is community-maintained

Frequent breaking changes between versionsmedium

v0.1 to v0.2 migration required rewriting chain definitions

Limited language support beyond Pythonhigh

Primary development is in Python with minimal official support for other languages

Small community and slow response to issuesmedium

GitHub issue response times are often over a week, low number of contributors

Fit analysis

Who is it for?

✓ Best for

Teams needing scalable storage for feature data in their machine learning pipelines

Projects that require efficient retrieval of feature data without compromising on performance

✕ Not a fit for

Real-time streaming applications requiring immediate access to features (batch-oriented architecture)

Applications with very strict latency requirements where every millisecond counts

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with veri

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →