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Langfuse vs MLflow Tracing

Our take

Pick Langfuse if you're on a team shipping LLM apps who need traces and a cost tile, not another chat UI. Pick MLflow Tracing if you're on a team already on MLflow who will run Tracing locally at $0 (uvx mlflow demo or their own server) — not Weave first unless they want W&B Pro $60. Skip Langfuse if you're people who only want a gateway (LiteLLM) or a framework (LangChain) without an observability SKU.

Langfuse

Langfuse

LLM observability dashboard

MLflow Tracing

MLflow Tracing

OpenTelemetry-compatible LLM trace desk

Best for

Langfuse Debug and cost-track generations

MLflow Tracing LLM traces next to the MLflow you already run, at $0

Free plan

Langfuse $0 · for the MIT core. ee/ is not the community license

MLflow Tracing $0 · local / your server. You bring machines

Lowest paid

Langfuse Enterprise $2/mo

MLflow Tracing Not published by the vendor

Next step up

Langfuse Core $29/mo

MLflow Tracing

Runs where

Langfuse Local or hosted

MLflow Tracing Hosted

Watch out

Langfuse Hobby is two users and 30-day retention

MLflow Tracing $0 is the OSS server, not your warehouse

Last checked

Langfuse 2026-10-19 · langfuse.com/pricing

MLflow Tracing 2026-10-27 · mlflow.org/docs/latest/genai

Which one, then?

Pick Langfuse if

teams shipping LLM apps who need traces and a cost tile, not another chat UI.

Read the Langfuse page

Pick MLflow Tracing if

teams already on MLflow who will run Tracing locally at $0 (uvx mlflow demo or their own server) — not Weave first unless they want W&B Pro $60.

Read the MLflow Tracing page

Other comparisons