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Flower

Production-grade open-source federated learning framework.

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About

Production-grade open-source federated learning framework. Flower is the leading open-source federated learning framework — domain-agnostic Python SDK for adapting ML/DL workflows to federated paradigm, built-in training and evaluation workflows, integration with PyTorch/TensorFlow/JAX. Mature production deployments.

Enterprise Readiness

from cataloged data

12/100 · Emerging

Security & ComplianceNot disclosed

No compliance certifications listed

Deployment FlexibilityStrong

Flexible deployment: Cloud, Self-Hosted

Integration DepthNot disclosed

No integrations listed

Proven AdoptionNot disclosed

No published adoption signals

Company MaturityNot disclosed

Company maturity not disclosed

Composite of public compliance, deployment, integration, adoption, and company signals. “Not disclosed” reflects gaps in available data, not a vendor deficiency.

Independently sourced

Pulled directly from regulator filings and platform APIs. No vendor or editorial input.

Activity classifier

Active

last GitHub commit 0d ago

GitHub API2026-05-27

flwrlabs

Open source product· 7.0k★· Apache-2.0· active 2mo ago

Python · Swift

cooling · +94★ (+1.4%) 30d

OSV vulnerability feed2026-07-20

No known advisories

Pricing snapshot2026-05-27

public

Enterprise Use Cases

Integrations

How Flower compares

Tool	Readiness	Pricing	Deployment	Compliance	Integrations
Flower	12 · Emerging	Paid	Cloud, Self-Hosted	—	0
CrowdStrike Falcon	76 · Strong	Paid	Cloud	SOC 2, ISO 27001, FedRAMP, HIPAA	5
HashiCorp Vault AI	91 · Leader	Enterprise	Cloud, On-Premise, Hybrid, Self-Hosted	SOC 2, ISO 27001, GDPR, FedRAMP	8
BigID Data Intelligence	88 · Leader	Enterprise	Cloud, On-Premise, Hybrid	SOC 2, HIPAA, GDPR, ISO 27001	8

Peers from the same category, ranked by Enterprise Readiness. Readiness is a composite of cataloged compliance, deployment, integration, adoption, and company signals.

Frequently Asked Questions

What is Flower used for?

Flower is production-grade open-source federated learning framework.

Is Flower free, and how is it priced?

Flower is a paid product. Pricing is set by the vendor — check the official site for current plans.

How can Flower be deployed?

Flower supports Cloud and Self-Hosted deployment. On-premise and self-hosted options support data-residency and air-gapped requirements.

Is Flower enterprise-ready?

Based on cataloged data, Flower has an Enterprise Readiness score of 12/100 (Emerging tier), derived from its compliance, deployment, integration, adoption, and company-maturity signals.

Quick Facts

PricingPaid

DeploymentCloud, Self-Hosted

CategorySecurity & Compliance

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