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ClearFeature

Self-hosted

Keep feature infrastructure close to your data.

ClearFeature is designed for self-hosted deployment using infrastructure components your engineering team can operate and inspect.

Why self-host feature infrastructure

For organizations with real requirements on where data lives and who operates infrastructure, the question is rarely abstract.

Data control

Bureau reports, transaction history, and customer data feed your features. Self-hosting keeps that data inside systems your organization already governs.

Network locality

Request-time feature computation sits in the live request path. Running it next to your services and sources avoids a round trip to someone else’s cloud.

Existing infrastructure

The storage and messaging layers are components most platform teams already run — not a parallel proprietary stack to learn and license.

Operational ownership

Your team decides how the platform is deployed, monitored, upgraded, and backed up — with open code underneath when questions get hard.

The deployment model

Single-purpose platform services around one compute core, running where you decide.

Your sources

Source reports

landed as canonical payloads

ClearFeature services

HTTP API

Online / batch / propagation workers

Compute core + your Feature Project

Consumers

Training pipelines

Live inference services

All services run in your environment. The full service topology is documented in the repository.

Where data lives

Four storage roles, four familiar components — each one inspectable, each one operated by you.

raw reports

MinIO / S3-compatible

Canonical raw source payloads, stored as landed.

offline history

PostgreSQL

Feature history, metadata, and job state.

latest online

Valkey

Latest computed feature values for fast retrieval.

events

Kafka / Redpanda-compatible

Worker events and references between services.

No required ClearFeature data service

There is no ClearFeature SaaS your data must pass through. The platform is the open-source software plus your infrastructure — your source reports and computed features never need to leave your environment.

Self-hosting is a responsibility, not just a feature

Honest scope: running ClearFeature yourself means your team operates the services and the storage layer — deployment, monitoring, upgrades, backups, capacity. If your organization prefers infrastructure it controls, that trade is the point. If you want that responsibility shared, that is exactly the conversation to have with us.

Help with the deployment, if you want it

We can work with your platform team on architecture review, deployment planning, and migration from existing feature pipelines — scoped to your environment rather than a generic playbook.

Planning a self-hosted deployment?

Tell us about your environment and the systems your features serve.