Data Pipelines

ByteHub

A Python-based feature store optimized for time-series data.

Status
UnmaintainedNo commits in 1963 days.
Last checked
Checked · Oct 14, 2026
License
Open source
Pricing
Free tier · from $0
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What it is

ByteHub is an easy-to-use, Python-based feature store designed to handle and optimize time-series data. It provides a robust infrastructure for managing features in machine learning workflows.

ByteHub stands out as an open-source, Python-centric feature store specifically optimized for time-series data, offering robust versioning and lineage tracking features.

When it fits — and when it doesn’t

A good fit for

  • Teams working on time-series analysis who need robust feature management

  • Projects requiring detailed lineage tracking for features

  • Developers preferring Python-based solutions for their data infrastructure needs

Look elsewhere if

  • Users looking for a cloud-hosted solution without self-management responsibilities

  • Projects that require real-time streaming capabilities (batch-only architecture)

Known weaknesses

Each one links to the public issue, changelog or docs page it came from, where we have one.

  1. 01

    Small community and limited third-party integrations

    GitHub activity indicates a small contributor base and few external plugins or extensions

What it does well

  • Optimized for time-series data management

  • Easy-to-use Python API

  • Supports feature versioning and lineage tracking

Pricing

Free tier
YesOpen source — free to use
Paid from
$0
Model
Flat rate
Enterprise plan
No

Pricing not independently confirmed — check the vendor’s page.

Performance benchmarks

How Fast Is It?

Set up ByteHub

Setup steps, common gotchas and what to check after 30 days.

Open the setup guide →
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