---
type: "Concept"
title: "Federated analytics"
description: "Distributed statistics and monitoring without training a model."
tags: [fl, analytics, federated]
generated: { by: human:crpage, at: 2026-07-09T09:44:00Z }
status: stable
---

Extends decentralisation to statistics and monitoring rather than only model training — answering distributed statistical questions or deriving insight without centralising raw data. Recent work shows TEE-backed federated analytics deployed at production scale.

Relates to: [Federated learning](federated-learning.md), [Trusted execution environments](trusted-execution-environments.md).