diff --git a/source/components/stats/StatsContent.js b/source/components/stats/StatsContent.js
index 938de2dc5d..a628e25051 100644
--- a/source/components/stats/StatsContent.js
+++ b/source/components/stats/StatsContent.js
@@ -28,6 +28,7 @@ import {
 	useVisitsDuration,
 	useWebsites,
 } from './matomo'
+
 import Section from './utils/Section'
 
 const Wrapper = styled.div`
diff --git a/source/components/stats/content/IframeFigures.js b/source/components/stats/content/IframeFigures.js
index cc568f3a5e..7f9e8cc415 100644
--- a/source/components/stats/content/IframeFigures.js
+++ b/source/components/stats/content/IframeFigures.js
@@ -81,14 +81,16 @@ const Text = styled.p`
 `
 
 export default function IframeFigures(props) {
+	const { i18n } = useTranslation()
+	const currentLangInfos = getCurrentLangInfos(i18n)
+	if (!props.pages.length || !props.activePages.length) return
 	const [iframes, activeIframes] =
 		props.pages &&
 		props.activePages &&
 		getIframeRate(props.pages, props.activePages)
+
 	const [iframePages, totalIframe] =
 		props.pages && getIdentifiedIframes(props.pages)
-	const { i18n } = useTranslation()
-	const currentLangInfos = getCurrentLangInfos(i18n)
 
 	return (
 		<div>
diff --git a/source/components/stats/content/ScoreFromURL.js b/source/components/stats/content/ScoreFromURL.js
index db0a3ea7b9..3dfb8aa234 100644
--- a/source/components/stats/content/ScoreFromURL.js
+++ b/source/components/stats/content/ScoreFromURL.js
@@ -39,6 +39,7 @@ const Text = styled.p`
 `
 
 export default function ScoreFromURL(props) {
+	if (!props.pages.length) return
 	const scores = props.pages && getScores(props.pages)
 	// we exclude high number of visits on same urls (corresponds to average test score ?)
 	// pb : if a user goes to end page, come back to test, change test score, come back to end page, 2 score values are taken into account instead of one.
diff --git a/source/components/stats/content/sources/Table.js b/source/components/stats/content/sources/Table.js
index efbef4b751..a0c8fb583b 100644
--- a/source/components/stats/content/sources/Table.js
+++ b/source/components/stats/content/sources/Table.js
@@ -1,5 +1,5 @@
-import styled from 'styled-components'
 import { Trans } from 'react-i18next'
+import styled from 'styled-components'
 
 import Tile from '../../utils/Tile'
 
@@ -75,6 +75,7 @@ export default function Table(props) {
 							<th>%</th>
 						</tr>
 						{props.data &&
+							props.data.length > 0 &&
 							props.data.map(
 								(line, index) =>
 									(!props.limit || index < props.limit) && (
diff --git a/source/components/stats/matomo.js b/source/components/stats/matomo.js
index 7978ea65c5..6fef07c795 100644
--- a/source/components/stats/matomo.js
+++ b/source/components/stats/matomo.js
@@ -1,43 +1,36 @@
-import { useQuery } from 'react-query'
 import axios from 'axios'
+import { useQuery } from 'react-query'
+import { serverURL } from '../../sites/publicodes/conference/useDatabase'
 
 const idSite = 153
 
-export const useChart = ({ chartPeriod, chartDate }) =>
+export const useX = (queryName, urlQuery, transformResult, keepPreviousData) =>
 	useQuery(
-		['chart', chartPeriod, chartDate],
+		queryName,
 		() =>
 			axios
 				.get(
-					`https://stats.data.gouv.fr/?module=API&date=last${chartDate}&period=${chartPeriod}&format=json&idSite=${idSite}&method=VisitsSummary.getVisits`
+					serverURL + '/get-stats?requestParams=' + encodeURIComponent(urlQuery)
 				)
-				.then((res) => res.data),
-		{
-			keepPreviousData: true,
-		}
+				.then((res) => transformResult(res)),
+		{ keepPreviousData }
 	)
 
-export const useSimulationsTerminees = () =>
-	useQuery(
-		['SimulationsTerminees'],
-		() =>
-			axios
-				.get(
-					`https://stats.data.gouv.fr/?module=API&method=Events.getAction&idSite=${idSite}&period=range&date=last6000&format=JSON`
-				)
-				.then((res) =>
-					res.data.find((action) => action.label === 'A terminé la simulation')
-				),
-		{
-			keepPreviousData: true,
-		}
+export const useChart = ({ chartPeriod, chartDate }) =>
+	useX(
+		['chart', chartPeriod, chartDate],
+		`module=API&date=last${chartDate}&period=${chartPeriod}&format=json&idSite=${idSite}&method=VisitsSummary.getVisits`,
+		(res) => res.data,
+		true
 	)
 
-export const useX = (queryName, urlQuery, transformResult) =>
-	useQuery(queryName, () =>
-		axios
-			.get('https://stats.data.gouv.fr/?' + urlQuery)
-			.then((res) => transformResult(res))
+export const useSimulationsTerminees = () =>
+	useX(
+		['SimulationsTerminees'],
+		`module=API&method=Events.getAction&idSite=${idSite}&period=range&date=last6000&format=JSON`,
+		(res) =>
+			res.data.find((action) => action.label === 'A terminé la simulation'),
+		true
 	)
 
 export const useVisitsDuration = () =>
diff --git a/source/locales/pages/fr/about.md b/source/locales/pages/fr/about.md
index dc44a6431f..c57c78d792 100644
--- a/source/locales/pages/fr/about.md
+++ b/source/locales/pages/fr/about.md
@@ -34,6 +34,10 @@ Le simulateur est amélioré en continu.
 [✨️ Découvrez les dernières nouveautés et les notes de
 versions](/nouveautés).
 
+## Statistiques
+
+Une sélection de statistiques d'audience est disponible publiquement [sur notre page stats](/stats).
+
 ## Vie privée
 
 Nous collectons des données anonymisées uniquement pour améliorer ce
diff --git a/source/sites/publicodes/conference/useDatabase.tsx b/source/sites/publicodes/conference/useDatabase.tsx
index a5917c69d2..1eddc1b393 100644
--- a/source/sites/publicodes/conference/useDatabase.tsx
+++ b/source/sites/publicodes/conference/useDatabase.tsx
@@ -3,12 +3,13 @@ import { io } from 'socket.io-client'
 
 const secure = NODE_ENV === 'development' ? '' : 's'
 const protocol = `http${secure}://`
+export const serverURL = protocol + SERVER_URL
 
-export const answersURL = protocol + SERVER_URL + '/answers/'
+export const answersURL = serverURL + '/answers/'
 
-export const surveysURL = protocol + SERVER_URL + '/surveys/'
+export const surveysURL = serverURL + '/surveys/'
 
-export const contextURL = protocol + SERVER_URL
+export const contextURL = serverURL
 
 export default () => {
 	const database = useMemo(