From 54e8252dc98afdad8ac189505eba3e2427102039 Mon Sep 17 00:00:00 2001
From: Travis Rich <travis.s.rich@gmail.com>
Date: Wed, 15 Apr 2026 22:10:14 -0400
Subject: [PATCH 1/4] First pass at moving overview admin dashboard from
 metabase to native

---
 .gitignore                                    |   1 -
 .../AdminDashboard/AdminDashboard.tsx         |  40 --
 client/containers/AdminDashboard/Chart.tsx    |  30 -
 .../AdminDashboard/adminDashboard.scss        |   6 -
 client/containers/App/paths.ts                |   6 -
 .../SuperAdminDashboard/PlatformAnalytics.tsx | 551 ++++++++++++++++++
 .../platformAnalytics.scss                    | 237 ++++++++
 .../containers/SuperAdminDashboard/tabs.tsx   |   5 +
 client/containers/index.ts                    |   1 -
 infra/.env.dev.enc                            | 117 ++--
 infra/.env.enc                                | 119 ++--
 infra/.env.test                               |   2 -
 infra/ENV.md                                  |   1 -
 package.json                                  |   1 -
 pnpm-lock.yaml                                |  12 +-
 server/apiRoutes.ts                           |   2 +
 server/envSchema.ts                           |   1 -
 server/platformAnalytics/api.ts               | 217 +++++++
 server/routes/adminDashboard.tsx              |  57 +-
 server/routes/index.ts                        |   3 +-
 server/utils/metabase.ts                      |  72 ---
 utils/analytics/usePageOnce.ts                |   2 +-
 utils/superAdmin.ts                           |   2 +-
 23 files changed, 1143 insertions(+), 342 deletions(-)
 delete mode 100644 client/containers/AdminDashboard/AdminDashboard.tsx
 delete mode 100644 client/containers/AdminDashboard/Chart.tsx
 delete mode 100644 client/containers/AdminDashboard/adminDashboard.scss
 create mode 100644 client/containers/SuperAdminDashboard/PlatformAnalytics.tsx
 create mode 100644 client/containers/SuperAdminDashboard/platformAnalytics.scss
 create mode 100644 server/platformAnalytics/api.ts
 delete mode 100644 server/utils/metabase.ts

diff --git a/.gitignore b/.gitignore
index 3b1ce5d009..e60f25a967 100755
--- a/.gitignore
+++ b/.gitignore
@@ -70,7 +70,6 @@ tsconfig.tsbuildinfo
 .jest/secret-env.js
 
 infra/pgdata/
-infra/metabase-plugins/
 tmp/
 
 details.md
diff --git a/client/containers/AdminDashboard/AdminDashboard.tsx b/client/containers/AdminDashboard/AdminDashboard.tsx
deleted file mode 100644
index 8aeb766499..0000000000
--- a/client/containers/AdminDashboard/AdminDashboard.tsx
+++ /dev/null
@@ -1,40 +0,0 @@
-import React from 'react';
-
-import IframeResizer from 'iframe-resizer-react';
-
-import './adminDashboard.scss';
-
-type Props = {
-	impactData: any;
-};
-
-const AdminDashboard = (props: Props) => {
-	const { impactData } = props;
-	const { baseToken } = impactData;
-	const dashUrl = `http://localhost:3030/embed/dashboard/${baseToken}#bordered=false&titled=false`;
-	const getOffset = (width) => {
-		return width < 960 ? 45 : 61;
-	};
-	return (
-		<div className="dashboard-impact-container admin-dashboard">
-			<section>
-				<h3>PubPub Top Analytics</h3>
-			</section>
-			<section>
-				(
-				<IframeResizer
-					className="metabase main"
-					src={dashUrl}
-					title="Analytics"
-					frameBorder="0"
-					onResized={({ iframe, height, width }) => {
-						iframe.style.height = `${height - getOffset(width)}px`;
-					}}
-				/>
-				)
-			</section>
-		</div>
-	);
-};
-
-export default AdminDashboard;
diff --git a/client/containers/AdminDashboard/Chart.tsx b/client/containers/AdminDashboard/Chart.tsx
deleted file mode 100644
index a923bd6c5e..0000000000
--- a/client/containers/AdminDashboard/Chart.tsx
+++ /dev/null
@@ -1,30 +0,0 @@
-import React from 'react';
-
-import PropTypes from 'prop-types';
-import { Bar, ComposedChart, Line, Tooltip, XAxis, YAxis } from 'recharts';
-
-const propTypes = {
-	title: PropTypes.string.isRequired,
-	data: PropTypes.object.isRequired,
-};
-
-const Chart = function (props) {
-	return (
-		<div>
-			<h2>{props.title}</h2>
-			<ComposedChart width={730} height={250} data={props.data}>
-				<XAxis dataKey="month" />
-				<YAxis yAxisId="left" orientation="left" />
-				<YAxis yAxisId="right" orientation="right" />
-				<Tooltip />
-				<Bar dataKey="prev" yAxisId="left" stackId="a" fill="green" />
-				<Bar dataKey="current" yAxisId="left" stackId="a" fill="blue" />
-				<Bar dataKey="active" yAxisId="left" stackId="b" fill="red" />
-				<Line dataKey="growth" yAxisId="right" />
-			</ComposedChart>
-		</div>
-	);
-};
-
-Chart.propTypes = propTypes;
-export default Chart;
diff --git a/client/containers/AdminDashboard/adminDashboard.scss b/client/containers/AdminDashboard/adminDashboard.scss
deleted file mode 100644
index dffeee37c1..0000000000
--- a/client/containers/AdminDashboard/adminDashboard.scss
+++ /dev/null
@@ -1,6 +0,0 @@
-.admin-dashboard {
-	h3 {
-		margin-bottom: 4em;
-		text-align: center;
-	}
-}
diff --git a/client/containers/App/paths.ts b/client/containers/App/paths.ts
index a0f3f060eb..0e3bb43e9d 100644
--- a/client/containers/App/paths.ts
+++ b/client/containers/App/paths.ts
@@ -1,6 +1,5 @@
 import {
 	About,
-	AdminDashboard,
 	Collection,
 	CommunityCreate,
 	CommunityServices,
@@ -46,11 +45,6 @@ export default (viewData, locationData, chunkName) => {
 			ActiveComponent: About,
 			hideNav: locationData.isBasePubPub,
 		},
-		AdminDashboard: {
-			ActiveComponent: AdminDashboard,
-			hideNav: true,
-			hideFooter: true,
-		},
 		Collection: {
 			ActiveComponent: Collection,
 		},
diff --git a/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx b/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx
new file mode 100644
index 0000000000..153c2a041f
--- /dev/null
+++ b/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx
@@ -0,0 +1,551 @@
+import React, { useCallback, useEffect, useState } from 'react';
+
+import { Button, ButtonGroup, NonIdealState } from '@blueprintjs/core';
+import {
+	Area,
+	AreaChart,
+	CartesianGrid,
+	Legend,
+	Line,
+	LineChart,
+	ResponsiveContainer,
+	Tooltip,
+	XAxis,
+	YAxis,
+} from 'recharts';
+
+import { apiFetch } from 'client/utils/apiFetch';
+
+import './platformAnalytics.scss';
+
+type MonthlySeries = { month: string; count: number }[];
+
+type AnalyticsData = {
+	totals: {
+		communities: number;
+		users: number;
+		pubs: number;
+		pageviews: number;
+	};
+	communitiesByMonth: MonthlySeries;
+	usersByMonth: MonthlySeries;
+	pubsByMonth: MonthlySeries;
+	pageviewsByMonth: MonthlySeries;
+	activeCommunityTrendActivity: MonthlySeries;
+	activeCommunityTrendPubs: MonthlySeries;
+};
+
+type PeriodData = {
+	counts: {
+		communities: number;
+		users: number;
+		pubs: number;
+		pageviews: number;
+	};
+	newCommunities: {
+		title: string;
+		subdomain: string;
+		createdAt: string;
+		description: string;
+	}[];
+	totalNewCommunities: number;
+	page: number;
+	pageSize: number;
+};
+
+const fmt = (n: number): string => {
+	if (n >= 1_000_000) return `${(n / 1_000_000).toFixed(1)}M`;
+	if (n >= 1_000) return `${(n / 1_000).toFixed(1)}K`;
+	return n.toLocaleString();
+};
+
+const fmtMonth = (s: string): string => {
+	const d = new Date(s);
+	return d.toLocaleDateString(undefined, { year: '2-digit', month: 'short' });
+};
+
+const COLORS = {
+	communities: '#2B95D6',
+	users: '#15B371',
+	pubs: '#D9822B',
+	pageviews: '#7157D9',
+	activityTrend: '#F55656',
+	pubTrend: '#D9822B',
+};
+
+/** Convert raw monthly counts into a cumulative series. */
+function toCumulative(series: MonthlySeries): { month: string; count: number; cumulative: number }[] {
+	let total = 0;
+	return series.map((d) => {
+		total += d.count;
+		return { month: d.month, count: d.count, cumulative: total };
+	});
+}
+
+const ScalarCard = ({ label, value, color }: { label: string; value: string; color: string }) => (
+	<div className="scalar-card" style={{ borderLeftColor: color }}>
+		<div className="scalar-value">{value}</div>
+		<div className="scalar-label">{label}</div>
+	</div>
+);
+
+const GrowthChart = ({
+	title,
+	data,
+	color,
+}: {
+	title: string;
+	data: MonthlySeries;
+	color: string;
+}) => {
+	const cumData = toCumulative(data);
+	return (
+		<div className="chart-card">
+			<h4>{title}</h4>
+			<ResponsiveContainer width="100%" height={200}>
+				<AreaChart data={cumData}>
+					<CartesianGrid strokeDasharray="3 3" />
+					<XAxis dataKey="month" tickFormatter={fmtMonth} tick={{ fontSize: 10 }} />
+					<YAxis tickFormatter={fmt} tick={{ fontSize: 10 }} />
+					<Tooltip
+						labelFormatter={fmtMonth}
+						formatter={(v: number) => [fmt(v), 'Cumulative']}
+					/>
+					<Area
+						type="monotone"
+						dataKey="cumulative"
+						stroke={color}
+						fill={color}
+						fillOpacity={0.15}
+					/>
+				</AreaChart>
+			</ResponsiveContainer>
+		</div>
+	);
+};
+
+const MonthlyChart = ({
+	title,
+	data,
+	color,
+}: {
+	title: string;
+	data: MonthlySeries;
+	color: string;
+}) => (
+	<div className="chart-card">
+		<h4>{title}</h4>
+		<ResponsiveContainer width="100%" height={200}>
+			<LineChart data={data}>
+				<CartesianGrid strokeDasharray="3 3" />
+				<XAxis dataKey="month" tickFormatter={fmtMonth} tick={{ fontSize: 10 }} />
+				<YAxis tickFormatter={fmt} tick={{ fontSize: 10 }} />
+				<Tooltip labelFormatter={fmtMonth} formatter={(v: number) => [fmt(v), 'Count']} />
+				<Line type="monotone" dataKey="count" stroke={color} dot={false} />
+			</LineChart>
+		</ResponsiveContainer>
+	</div>
+);
+
+const ActiveCommunityChart = ({
+	activityData,
+	pubData,
+}: {
+	activityData: MonthlySeries;
+	pubData: MonthlySeries;
+}) => {
+	// Merge the two series by month
+	const monthMap = new Map<string, { month: string; byActivity: number; byPubCreation: number }>();
+	for (const d of activityData) {
+		monthMap.set(d.month, { month: d.month, byActivity: d.count, byPubCreation: 0 });
+	}
+	for (const d of pubData) {
+		const existing = monthMap.get(d.month);
+		if (existing) {
+			existing.byPubCreation = d.count;
+		} else {
+			monthMap.set(d.month, { month: d.month, byActivity: 0, byPubCreation: d.count });
+		}
+	}
+	const merged = [...monthMap.values()].sort(
+		(a, b) => new Date(a.month).getTime() - new Date(b.month).getTime(),
+	);
+
+	return (
+		<div className="chart-card chart-card-wide">
+			<h4>Active Communities (Monthly)</h4>
+			<ResponsiveContainer width="100%" height={200}>
+				<LineChart data={merged}>
+					<CartesianGrid strokeDasharray="3 3" />
+					<XAxis dataKey="month" tickFormatter={fmtMonth} tick={{ fontSize: 10 }} />
+					<YAxis tickFormatter={fmt} tick={{ fontSize: 10 }} />
+					<Tooltip labelFormatter={fmtMonth} />
+					<Legend />
+					<Line
+						type="monotone"
+						dataKey="byActivity"
+						name="By Activity"
+						stroke={COLORS.activityTrend}
+						dot={false}
+					/>
+					<Line
+						type="monotone"
+						dataKey="byPubCreation"
+						name="By Pub Creation"
+						stroke={COLORS.pubTrend}
+						dot={false}
+					/>
+				</LineChart>
+			</ResponsiveContainer>
+		</div>
+	);
+};
+
+// ── Date range helpers ──────────────────────────────────────────────────────
+
+type PresetKey = '30d' | '90d' | '1y' | '2y' | 'custom';
+const PRESETS: { key: PresetKey; label: string; days?: number }[] = [
+	{ key: '30d', label: '30 days', days: 30 },
+	{ key: '90d', label: '90 days', days: 90 },
+	{ key: '1y', label: '1 year', days: 365 },
+	{ key: '2y', label: '2 years', days: 730 },
+	{ key: 'custom', label: 'Custom' },
+];
+
+function presetRange(days: number) {
+	const end = new Date();
+	const start = new Date();
+	start.setDate(end.getDate() - days);
+	return {
+		startDate: start.toISOString().slice(0, 10),
+		endDate: end.toISOString().slice(0, 10),
+	};
+}
+
+// ── Period Explorer sub-component ───────────────────────────────────────────
+
+const PeriodExplorer = () => {
+	const [preset, setPreset] = useState<PresetKey>('1y');
+	const [startDate, setStartDate] = useState(() => presetRange(365).startDate);
+	const [endDate, setEndDate] = useState(() => presetRange(365).endDate);
+	const [period, setPeriod] = useState<PeriodData | null>(null);
+	const [loading, setLoading] = useState(false);
+	const [page, setPage] = useState(0);
+
+	const fetchPeriod = useCallback(
+		async (sd: string, ed: string, pg: number) => {
+			setLoading(true);
+			try {
+				const res = await apiFetch.get(
+					`/api/platformAnalytics/period?startDate=${sd}&endDate=${ed}&page=${pg}`,
+				);
+				setPeriod(res as PeriodData);
+			} finally {
+				setLoading(false);
+			}
+		},
+		[],
+	);
+
+	// Fetch on mount and whenever dates or page change
+	useEffect(() => {
+		fetchPeriod(startDate, endDate, page);
+	}, [startDate, endDate, page, fetchPeriod]);
+
+	const handlePreset = (p: PresetKey) => {
+		setPreset(p);
+		if (p !== 'custom') {
+			const days = PRESETS.find((x) => x.key === p)!.days!;
+			const range = presetRange(days);
+			setStartDate(range.startDate);
+			setEndDate(range.endDate);
+			setPage(0);
+		}
+	};
+
+	const totalPages = period ? Math.ceil(period.totalNewCommunities / period.pageSize) : 0;
+
+	return (
+		<div className="period-explorer">
+			<div className="period-controls">
+				<ButtonGroup>
+					{PRESETS.map((p) => (
+						<Button
+							key={p.key}
+							active={preset === p.key}
+							onClick={() => handlePreset(p.key)}
+							small
+						>
+							{p.label}
+						</Button>
+					))}
+				</ButtonGroup>
+				{preset === 'custom' && (
+					<span className="custom-dates">
+						<input
+							type="date"
+							value={startDate}
+							onChange={(e) => {
+								setStartDate(e.target.value);
+								setPage(0);
+							}}
+						/>
+						<span className="date-sep">–</span>
+						<input
+							type="date"
+							value={endDate}
+							onChange={(e) => {
+								setEndDate(e.target.value);
+								setPage(0);
+							}}
+						/>
+					</span>
+				)}
+			</div>
+
+			{loading && !period && (
+				<>
+					<div className="scalar-row">
+						{[0, 1, 2, 3].map((i) => (
+							<div className="scalar-card skeleton-stat" key={i}>
+								<div className="skeleton-line skeleton-value" />
+								<div className="skeleton-line skeleton-label" />
+							</div>
+						))}
+					</div>
+					{[0, 1, 2, 3, 4, 5].map((j) => (
+						<div className="skeleton-table-row" key={j}>
+							<div className="skeleton-line skeleton-cell" />
+							<div className="skeleton-line skeleton-cell" />
+							<div className="skeleton-line skeleton-cell-short" />
+							<div className="skeleton-line skeleton-cell" />
+						</div>
+					))}
+				</>
+			)}
+
+			{period && (
+				<>
+					<div className="scalar-row">
+						<ScalarCard
+							label="New Communities"
+							value={fmt(period.counts.communities)}
+							color={COLORS.communities}
+						/>
+						<ScalarCard
+							label="New Users"
+							value={fmt(period.counts.users)}
+							color={COLORS.users}
+						/>
+						<ScalarCard
+							label="New Pubs"
+							value={fmt(period.counts.pubs)}
+							color={COLORS.pubs}
+						/>
+						<ScalarCard
+							label="Pageviews"
+							value={fmt(period.counts.pageviews)}
+							color={COLORS.pageviews}
+						/>
+					</div>
+
+					{period.newCommunities.length > 0 && (
+						<>
+							<h4 className="table-title">
+								New Communities ({period.totalNewCommunities})
+							</h4>
+							<table className="new-communities-table">
+								<thead>
+									<tr>
+										<th>Title</th>
+										<th>Subdomain</th>
+										<th>Created</th>
+										<th>Description</th>
+									</tr>
+								</thead>
+								<tbody>
+									{period.newCommunities.map((c) => (
+										<tr key={c.subdomain}>
+											<td>{c.title}</td>
+											<td>
+												<a
+													href={`https://${c.subdomain}.pubpub.org`}
+													target="_blank"
+													rel="noopener noreferrer"
+												>
+													{c.subdomain}
+												</a>
+											</td>
+											<td>
+												{new Date(c.createdAt).toLocaleDateString(
+													undefined,
+													{
+														year: 'numeric',
+														month: 'short',
+														day: 'numeric',
+													},
+												)}
+											</td>
+											<td className="desc-cell">{c.description}</td>
+										</tr>
+									))}
+								</tbody>
+							</table>
+							{totalPages > 1 && (
+								<div className="pagination">
+									<Button
+										small
+										disabled={page === 0}
+										onClick={() => setPage(page - 1)}
+									>
+										Previous
+									</Button>
+									<span className="page-info">
+										Page {page + 1} of {totalPages}
+									</span>
+									<Button
+										small
+										disabled={page >= totalPages - 1}
+										onClick={() => setPage(page + 1)}
+									>
+										Next
+									</Button>
+								</div>
+							)}
+						</>
+					)}
+					{period.newCommunities.length === 0 && (
+						<p className="no-data">No new communities in this period.</p>
+					)}
+				</>
+			)}
+		</div>
+	);
+};
+
+// ── Main component ──────────────────────────────────────────────────────────
+
+const PlatformAnalytics = () => {
+	const [data, setData] = useState<AnalyticsData | null>(null);
+	const [error, setError] = useState<string | null>(null);
+
+	useEffect(() => {
+		apiFetch.get('/api/platformAnalytics').then(setData).catch((err) => setError(err.message));
+	}, []);
+
+	if (error) {
+		return <NonIdealState icon="error" title="Failed to load analytics" description={error} />;
+	}
+
+	if (!data) {
+		return (
+			<div className="platform-analytics">
+				<h3>PubPub Platform Analytics</h3>
+
+				<section className="section-label">All-Time Totals</section>
+				<div className="scalar-row">
+					{[0, 1, 2, 3].map((i) => (
+						<div className="scalar-card skeleton-stat" key={i}>
+							<div className="skeleton-line skeleton-value" />
+							<div className="skeleton-line skeleton-label" />
+						</div>
+					))}
+				</div>
+
+				<section className="section-label">Cumulative Growth</section>
+				<div className="chart-row">
+					{[0, 1, 2, 3].map((i) => (
+						<div className="chart-card" key={i}>
+							<div className="skeleton-line skeleton-heading" />
+							<div className="skeleton-chart" />
+						</div>
+					))}
+				</div>
+
+				<section className="section-label">Monthly Growth</section>
+				<div className="chart-row">
+					{[0, 1, 2, 3].map((i) => (
+						<div className="chart-card" key={i}>
+							<div className="skeleton-line skeleton-heading" />
+							<div className="skeleton-chart" />
+						</div>
+					))}
+				</div>
+
+				<section className="section-label">Active Communities</section>
+				<div className="chart-row">
+					<div className="chart-card chart-card-wide">
+						<div className="skeleton-line skeleton-heading" />
+						<div className="skeleton-chart" />
+					</div>
+				</div>
+
+				<section className="section-label">Period Explorer</section>
+				<div className="period-explorer">
+					<div className="skeleton-line skeleton-button-row" />
+					<div className="scalar-row">
+						{[0, 1, 2, 3].map((i) => (
+							<div className="scalar-card skeleton-stat" key={i}>
+								<div className="skeleton-line skeleton-value" />
+								<div className="skeleton-line skeleton-label" />
+							</div>
+						))}
+					</div>
+					{[0, 1, 2, 3, 4, 5].map((j) => (
+						<div className="skeleton-table-row" key={j}>
+							<div className="skeleton-line skeleton-cell" />
+							<div className="skeleton-line skeleton-cell" />
+							<div className="skeleton-line skeleton-cell-short" />
+							<div className="skeleton-line skeleton-cell" />
+						</div>
+					))}
+				</div>
+			</div>
+		);
+	}
+
+	const { totals } = data;
+
+	return (
+		<div className="platform-analytics">
+			<h3>PubPub Platform Analytics</h3>
+
+			<section className="section-label">All-Time Totals</section>
+			<div className="scalar-row">
+				<ScalarCard label="Communities" value={fmt(totals.communities)} color={COLORS.communities} />
+				<ScalarCard label="Registered Users" value={fmt(totals.users)} color={COLORS.users} />
+				<ScalarCard label="Pubs" value={fmt(totals.pubs)} color={COLORS.pubs} />
+				<ScalarCard label="Pageviews" value={fmt(totals.pageviews)} color={COLORS.pageviews} />
+			</div>
+
+			<section className="section-label">Cumulative Growth</section>
+			<div className="chart-row">
+				<GrowthChart title="Communities" data={data.communitiesByMonth} color={COLORS.communities} />
+				<GrowthChart title="Users" data={data.usersByMonth} color={COLORS.users} />
+				<GrowthChart title="Pubs" data={data.pubsByMonth} color={COLORS.pubs} />
+				<GrowthChart title="Pageviews" data={data.pageviewsByMonth} color={COLORS.pageviews} />
+			</div>
+
+			<section className="section-label">Monthly Growth</section>
+			<div className="chart-row">
+				<MonthlyChart title="Community Growth" data={data.communitiesByMonth} color={COLORS.communities} />
+				<MonthlyChart title="User Growth" data={data.usersByMonth} color={COLORS.users} />
+				<MonthlyChart title="Pub Growth" data={data.pubsByMonth} color={COLORS.pubs} />
+				<MonthlyChart title="Pageviews" data={data.pageviewsByMonth} color={COLORS.pageviews} />
+			</div>
+
+			<section className="section-label">Active Communities</section>
+			<div className="chart-row">
+				<ActiveCommunityChart
+					activityData={data.activeCommunityTrendActivity}
+					pubData={data.activeCommunityTrendPubs}
+				/>
+			</div>
+
+			<section className="section-label">Period Explorer</section>
+			<PeriodExplorer />
+		</div>
+	);
+};
+
+export default PlatformAnalytics;
diff --git a/client/containers/SuperAdminDashboard/platformAnalytics.scss b/client/containers/SuperAdminDashboard/platformAnalytics.scss
new file mode 100644
index 0000000000..e4b3fd7d87
--- /dev/null
+++ b/client/containers/SuperAdminDashboard/platformAnalytics.scss
@@ -0,0 +1,237 @@
+.platform-analytics {
+	// ── Skeleton loading ────────────────────────────────────────────────
+	@keyframes skeleton-pulse {
+		0% { opacity: 0.15; }
+		50% { opacity: 0.25; }
+		100% { opacity: 0.15; }
+	}
+
+	.skeleton-line {
+		background: #1c2127;
+		border-radius: 3px;
+		animation: skeleton-pulse 1.5s ease-in-out infinite;
+	}
+
+	.skeleton-stat {
+		.skeleton-value {
+			width: 80px;
+			height: 28px;
+		}
+
+		.skeleton-label {
+			width: 100px;
+			height: 10px;
+			margin-top: 6px;
+		}
+	}
+
+	.skeleton-heading {
+		width: 40%;
+		height: 13px;
+		margin-bottom: 10px;
+	}
+
+	.skeleton-chart {
+		width: 100%;
+		height: 200px;
+		background: #1c2127;
+		border-radius: 3px;
+		animation: skeleton-pulse 1.5s ease-in-out infinite;
+	}
+
+	.skeleton-button-row {
+		width: 260px;
+		height: 28px;
+		margin-bottom: 12px;
+	}
+
+	.skeleton-table-row {
+		display: flex;
+		gap: 12px;
+		padding: 8px 0;
+
+		.skeleton-cell {
+			flex: 1;
+			height: 12px;
+		}
+
+		.skeleton-cell-short {
+			width: 60px;
+			height: 12px;
+			flex: none;
+		}
+	}
+
+	// ── Layout ──────────────────────────────────────────────────────────
+	h3 {
+		margin-bottom: 1em;
+	}
+
+	.section-label {
+		font-size: 13px;
+		font-weight: 600;
+		text-transform: uppercase;
+		letter-spacing: 0.05em;
+		color: #5c7080;
+		margin: 1.5em 0 0.5em;
+		border-bottom: 1px solid #e1e8ed;
+		padding-bottom: 4px;
+	}
+
+	.scalar-row {
+		display: grid;
+		grid-template-columns: repeat(4, 1fr);
+		gap: 12px;
+		margin-bottom: 1em;
+
+		@media (max-width: 900px) {
+			grid-template-columns: repeat(2, 1fr);
+		}
+		@media (max-width: 500px) {
+			grid-template-columns: 1fr;
+		}
+	}
+
+	.scalar-card {
+		background: #fff;
+		border: 1px solid #e1e8ed;
+		border-left-width: 4px;
+		border-radius: 4px;
+		padding: 12px 16px;
+
+		.scalar-value {
+			font-size: 28px;
+			font-weight: 700;
+			line-height: 1.2;
+		}
+
+		.scalar-label {
+			font-size: 12px;
+			color: #5c7080;
+			margin-top: 2px;
+		}
+	}
+
+	.chart-row {
+		display: grid;
+		grid-template-columns: repeat(4, 1fr);
+		gap: 12px;
+		margin-bottom: 1em;
+
+		@media (max-width: 1100px) {
+			grid-template-columns: repeat(2, 1fr);
+		}
+		@media (max-width: 600px) {
+			grid-template-columns: 1fr;
+		}
+	}
+
+	.chart-card {
+		background: #fff;
+		border: 1px solid #e1e8ed;
+		border-radius: 4px;
+		padding: 12px;
+
+		h4 {
+			font-size: 13px;
+			font-weight: 600;
+			margin: 0 0 8px;
+		}
+
+		&.chart-card-wide {
+			grid-column: 1 / -1;
+		}
+	}
+
+	.table-title {
+		font-size: 14px;
+		font-weight: 600;
+		margin: 1em 0 0.5em;
+	}
+
+	.new-communities-table {
+		width: 100%;
+		border-collapse: collapse;
+		font-size: 13px;
+		margin-bottom: 2em;
+		overflow-x: auto;
+		display: block;
+
+		th,
+		td {
+			text-align: left;
+			padding: 6px 10px;
+			border-bottom: 1px solid #e1e8ed;
+		}
+
+		th {
+			font-weight: 600;
+			color: #5c7080;
+			font-size: 11px;
+			text-transform: uppercase;
+			letter-spacing: 0.04em;
+		}
+
+		.desc-cell {
+			max-width: 300px;
+			white-space: nowrap;
+			overflow: hidden;
+			text-overflow: ellipsis;
+		}
+
+		a {
+			color: #2b95d6;
+			text-decoration: none;
+			&:hover {
+				text-decoration: underline;
+			}
+		}
+	}
+
+	.period-explorer {
+		margin-bottom: 2em;
+
+		.period-controls {
+			display: flex;
+			align-items: center;
+			gap: 12px;
+			margin-bottom: 12px;
+			flex-wrap: wrap;
+
+			.custom-dates {
+				display: inline-flex;
+				align-items: center;
+				gap: 6px;
+
+				input[type='date'] {
+					font-size: 13px;
+					padding: 3px 6px;
+					border: 1px solid #ced9e0;
+					border-radius: 3px;
+				}
+
+				.date-sep {
+					color: #5c7080;
+				}
+			}
+		}
+
+		.pagination {
+			display: flex;
+			align-items: center;
+			gap: 10px;
+			margin-top: 8px;
+
+			.page-info {
+				font-size: 12px;
+				color: #5c7080;
+			}
+		}
+
+		.no-data {
+			color: #5c7080;
+			font-size: 13px;
+			font-style: italic;
+		}
+	}
+}
diff --git a/client/containers/SuperAdminDashboard/tabs.tsx b/client/containers/SuperAdminDashboard/tabs.tsx
index 8189500d6f..523921f62c 100644
--- a/client/containers/SuperAdminDashboard/tabs.tsx
+++ b/client/containers/SuperAdminDashboard/tabs.tsx
@@ -4,6 +4,7 @@ import React from 'react';
 
 import CommunitySpam from './CommunitySpam';
 import LandingPageFeatures from './LandingPageFeatures';
+import PlatformAnalytics from './PlatformAnalytics';
 import UserSpam from './UserSpam';
 
 type SuperAdminTab = {
@@ -12,6 +13,10 @@ type SuperAdminTab = {
 };
 
 export const superAdminTabs: Record<SuperAdminTabKind, SuperAdminTab> = {
+	analytics: {
+		title: 'Analytics',
+		component: PlatformAnalytics,
+	},
 	landingPageFeatures: {
 		title: 'Landing Page features',
 		component: LandingPageFeatures,
diff --git a/client/containers/index.ts b/client/containers/index.ts
index f8ab7d357e..85e68f4713 100644
--- a/client/containers/index.ts
+++ b/client/containers/index.ts
@@ -1,5 +1,4 @@
 export { default as About } from './About/About';
-export { default as AdminDashboard } from './AdminDashboard/AdminDashboard';
 export { default as Collection } from './Collection/Collection';
 export { default as CommunityCreate } from './CommunityCreate/CommunityCreate';
 export { default as CommunityServices } from './CommunityServices/CommunityServices';
diff --git a/infra/.env.dev.enc b/infra/.env.dev.enc
index 09cd8af1c6..ddb0d8da75 100644
--- a/infra/.env.dev.enc
+++ b/infra/.env.dev.enc
@@ -1,67 +1,66 @@
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-ALTCHA_HMAC_KEY=ENC[AES256_GCM,data:vVeD6Jj5kbnF1RanqGGOT4JQEvBZTNzWSTDN+DHgbysDpK8dLis9/mAnwZynet/n8KaUHEQowfGNyIrQqphE0Q==,iv:Rs6ztx9f0p229aYAaXOljp5mtaOi9JadcYMlvSmTLpg=,tag:iBY50HZddP7gy+G/HBkGww==,type:str]
-AWS_ACCESS_KEY_ID=ENC[AES256_GCM,data:1IHTxJYOjCDuwa/iAm2nkIonu0c=,iv:CCTLJdrtuUjHDpoQlIkp1Ym/eBg8+O9qMBOztmiLANA=,tag:Q3WBPQm0l37XP4HmCWn0Rg==,type:str]
-AWS_BACKUP_ACCESS_KEY_ID=ENC[AES256_GCM,data:Uq5mD7Hm5ZTN2elIBB5IWU1Sn+E=,iv:yn5VNT2Hk6hRrkxWPAKTSx34o1HHQV2PfJ5UjE4hwwA=,tag:TLTNtLOZNFeSXxsMw9qAwQ==,type:str]
-AWS_BACKUP_SECRET_ACCESS_KEY=ENC[AES256_GCM,data:Qcsvc4j/FKXblUEwGtQxnEoyWG6RjuD6NjpPl+t2r83h9h+zgso/HA==,iv:eknE9q5ogT45PqEbhb/eFfYELqeChbJwsijxRe4Eyc4=,tag:BQPAxgEi2sovfFMCJlKbDw==,type:str]
-AWS_SECRET_ACCESS_KEY=ENC[AES256_GCM,data:QmLjRtrDRWpZPf+6XqBbzcww2u3aP1yRHNucmNyMJ+tsV5ugLRv/Qg==,iv:K9jfcn9Ly9EV9y72BWUueBHTV6WrsHmDSfk1t16A0t8=,tag:OZNU6o6qSHpTjsnQLcHnJg==,type:str]
-BACKUPS_SECRET=ENC[AES256_GCM,data:uQ6Lv6LVwLyXd9decuD3Dxeno7SNo2At33ZWjyZJ6Z6GYzO2kq3StgOyOnI=,iv:t/pTDeXi4gl/hudPE5SPd6KWAtOcbsSesxntwCes3cg=,tag:70TlQfceSjUJ+MX921w0oQ==,type:str]
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-CLOUDFLARE_ZONE_TAG=ENC[AES256_GCM,data:9RUjkbJfD08dxJkTF4jdT8AuCvjYEisYW/X8pZD2bS0=,iv:0QdNUvlE34SSas7OPaqTUkqk9WZlRTYolOXa07nlnIc=,tag:7rPxmkh1mLXvIxn0mXUBTw==,type:str]
-DATABASE_URL=ENC[AES256_GCM,data:amJ2d6JCFQebBwQhY/uZ7ztjkzTS3X2e5pGhs0wF6Bz9wCSJjrYaPHmMbgk=,iv:0HUYjfe1xDBehq6mln0cwCek5Jebb5eABGbQeo5p7Yg=,tag:gfab6jNP2JIe5LyzH5S24A==,type:str]
-DATACITE_DEPOSIT_URL=ENC[AES256_GCM,data:uItgPlYGb2CcR19FaweKJipS57xc6SN+nDasYPqirKQskQ==,iv:BCpQUB7Xwf27F06PlauCN3at+1TtslywCUQisrHIw9Q=,tag:7lA/jAwSP8jdhK4mjsmGcg==,type:str]
-DOI_LOGIN_ID=ENC[AES256_GCM,data:+A9GJT3V,iv:tjfng+W8VYYSUohlEJPK4tW53Nt2u1pCqp2wsTwdQMk=,tag:TiaGIR16TIVv0kBOFAXZfg==,type:str]
-DOI_LOGIN_PASSWORD=ENC[AES256_GCM,data:ST3ZUeTsDaqWkVBC1Oy2L3feGyg=,iv:ytcKZNuuQgKP4jNtPvK9BUsfwteB1iT/wM0iaDRIcN0=,tag:wWTJ22095Sb5piJGBF5xBA==,type:str]
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diff --git a/infra/.env.enc b/infra/.env.enc
index 5a6c86d907..40f91f91c1 100644
--- a/infra/.env.enc
+++ b/infra/.env.enc
@@ -1,68 +1,67 @@
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 sops_age__list_2__map_recipient=age1slx6e48k7fre0ddyu7dtm2wwcqaywn5ke2mkngym3rpazxwvvuyq9qjknk
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 sops_age__list_3__map_recipient=age1vfhyk6wmt993dezz5wjf6n3ynkd6xptv2dr0qdl6kmttev9lh5dsfjfs3h
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 sops_age__list_4__map_recipient=age1jwuvzyghfer7rx3qtqa4vs0gxyff0sg6pqgmqvp5zlhnpmvrkdlsdha4kx
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 sops_age__list_5__map_recipient=age1pgxk292zq30wafwg03gge7hu5dlu3h7yfldp2y8kqekfaljjky7s752uwy
-sops_lastmodified=2026-04-15T17:44:42Z
-sops_mac=ENC[AES256_GCM,data:0oQJu5w+tn6pDTAaRSYs9qbu9QrQzw/xsOYCWVRrkzCOizJuDWWgV1f0GOW8751NH0WqHW36PZ1fXuHWX1PB71egN25RW5twjhl6ExEkOg98jqWtZpkhtnp5pVDe4Tz0SA/ZRyPuGp5tkknZgVI+n2PAz24NFpKxOZ68ceE6tlo=,iv:JNT5xJeufeda/ZufmATtvo8xbnNeZIpHckfnDp3jkP0=,tag:U9ckKGYMWRZfGH8AJfcAQQ==,type:str]
+sops_lastmodified=2026-04-16T02:09:06Z
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 sops_unencrypted_suffix=_unencrypted
 sops_version=3.11.0
diff --git a/infra/.env.test b/infra/.env.test
index 6664540dd5..e4a730bf24 100644
--- a/infra/.env.test
+++ b/infra/.env.test
@@ -35,7 +35,6 @@ DATACITE_DEPOSIT_URL=https://deposit.com
 SLACK_WEBHOOK_URL=https://slack.com
 SENTRY_AUTH_TOKEN=xxx
 SENTRY_ORG=xxx
-METABASE_SECRET_KEY=xxx
 STITCH_WEBHOOK_URL=https://xxxxxxxxxxxxxxxxxxxx.com
 # AWS_ACCESS_KEY_ID: Required
 # AWS_SECRET_ACCESS_KEY: Required
@@ -62,5 +61,4 @@ STITCH_WEBHOOK_URL=https://xxxxxxxxxxxxxxxxxxxx.com
 # SLACK_WEBHOOK_URL: Required
 # SENTRY_AUTH_TOKEN: Required
 # SENTRY_ORG: Required
-# METABASE_SECRET_KEY: Required
 # STITCH_WEBHOOK_URL: Required
\ No newline at end of file
diff --git a/infra/ENV.md b/infra/ENV.md
index 070e3b68e8..78cbf85134 100644
--- a/infra/ENV.md
+++ b/infra/ENV.md
@@ -59,7 +59,6 @@ All environment variables used by PubPub, with types, defaults, and descriptions
 | `PURGE_TOKEN` | string | No | — | Legacy Fastly purge token |
 | `SLACK_WEBHOOK_URL` | string | No | — | Slack incoming webhook URL for notifications |
 | `STITCH_WEBHOOK_URL` | string | No | — | MongoDB Stitch webhook URL for analytics |
-| `METABASE_SECRET_KEY` | string | No | — | Metabase embedding secret key |
 | `SENTRY_AUTH_TOKEN` | string | No | — | Sentry auth token (build-time only) |
 | `SENTRY_ORG` | string | No | — | Sentry organization slug |
 | `BLOCKLIST_IP_ADDRESSES` | string | No | — | Comma-separated list of IP addresses to block |
diff --git a/package.json b/package.json
index 3d86f1e2ff..e3d22c1336 100644
--- a/package.json
+++ b/package.json
@@ -153,7 +153,6 @@
 		"google-auth-library": "^9.7.0",
 		"graphlib": "^2.1.8",
 		"html-minifier": "^4.0.0",
-		"iframe-resizer-react": "1.1.0",
 		"install": "^0.12.2",
 		"is-url": "^1.2.4",
 		"js-beautify": "^1.11.0",
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 8e96111a5f..69191cd279 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -6,7 +6,7 @@ settings:
 
 patchedDependencies:
   reakit:
-    hash: 31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8
+    hash: hpw5k5ors3jxzufoxbjqeo4iee
     path: patches/reakit.patch
 
 importers:
@@ -525,7 +525,7 @@ importers:
         version: 1.0.9(react@16.14.0)
       reakit:
         specifier: 1.0.0-beta.14
-        version: 1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
+        version: 1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
       rebound:
         specifier: ^0.1.0
         version: 0.1.0
@@ -23469,11 +23469,11 @@ snapshots:
     dependencies:
       picomatch: 2.3.1
 
-  reakit-system@0.7.2(react-dom@16.14.0(react@16.14.0))(react@16.14.0)(reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0))(reakit@1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)):
+  reakit-system@0.7.2(react-dom@16.14.0(react@16.14.0))(react@16.14.0)(reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0))(reakit@1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)):
     dependencies:
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
-      reakit: 1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
+      reakit: 1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
       reakit-utils: 0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
 
   reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0):
@@ -23481,13 +23481,13 @@ snapshots:
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
 
-  reakit@1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0):
+  reakit@1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0):
     dependencies:
       body-scroll-lock: 2.7.1
       popper.js: 1.16.1
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
-      reakit-system: 0.7.2(react-dom@16.14.0(react@16.14.0))(react@16.14.0)(reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0))(reakit@1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0))
+      reakit-system: 0.7.2(react-dom@16.14.0(react@16.14.0))(react@16.14.0)(reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0))(reakit@1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0))
       reakit-utils: 0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
 
   rebound@0.1.0: {}
diff --git a/server/apiRoutes.ts b/server/apiRoutes.ts
index 4aff0caabf..dbc26ba3c6 100644
--- a/server/apiRoutes.ts
+++ b/server/apiRoutes.ts
@@ -17,6 +17,7 @@ import { router as draftCheckpointRouter } from './draftCheckpoint/api';
 import { router as editorRouter } from './editor/api';
 import { env } from './env';
 import { router as impact2Router } from './impact2/api';
+import { router as platformAnalyticsRouter } from './platformAnalytics/api';
 import { router as integrationDataOAuth1Router } from './integrationDataOAuth1/api';
 import { router as landingPageFeatureRouter } from './landingPageFeature/api';
 import { router as layoutRouter } from './layout/api';
@@ -79,6 +80,7 @@ const apiRouter = Router()
 	.use(zoteroIntegrationRouter)
 	.use(analyticsImpactRouter)
 	.use(impact2Router)
+	.use(platformAnalyticsRouter)
 	.use(apiDocsRouter);
 
 if (!isProd() && env.NODE_ENV !== 'test') {
diff --git a/server/envSchema.ts b/server/envSchema.ts
index 692beaea06..2626678cbb 100644
--- a/server/envSchema.ts
+++ b/server/envSchema.ts
@@ -150,7 +150,6 @@ export const envSchema = z.object({
 	SENTRY_ORG: z.string().describe('Sentry organization slug'),
 
 	// ── Analytics ───────────────────────────────────────────────────────
-	METABASE_SECRET_KEY: z.string().describe('Metabase embedding secret key'),
 	STITCH_WEBHOOK_URL: z.string().describe('MongoDB Stitch webhook URL for analytics'),
 	CLOUDFLARE_ANALYTICS_API_TOKEN: z
 		.string()
diff --git a/server/platformAnalytics/api.ts b/server/platformAnalytics/api.ts
new file mode 100644
index 0000000000..e767114f87
--- /dev/null
+++ b/server/platformAnalytics/api.ts
@@ -0,0 +1,217 @@
+import { Router } from 'express';
+import { QueryTypes } from 'sequelize';
+
+import { sequelize } from 'server/sequelize';
+import { ForbiddenError, handleErrors } from 'server/utils/errors';
+import { getInitialData } from 'server/utils/initData';
+
+export const router = Router();
+
+// ── In-memory cache (1 hour TTL) ────────────────────────────────────
+const CACHE_TTL_MS = 60 * 60 * 1000;
+let cachedResult: { data: any; expiresAt: number } | null = null;
+
+async function fetchAnalytics() {
+	const [
+		totalCommunities,
+		totalUsers,
+		totalPubs,
+		totalPageviews,
+		communitiesByMonth,
+		usersByMonth,
+		pubsByMonth,
+		pageviewsByMonth,
+		activeCommunityTrendActivity,
+		activeCommunityTrendPubs,
+	] = await Promise.all([
+		// Total counts — use pg_class estimate for the huge AnalyticsEvents
+		// table; Communities / Users / Pubs are small enough for exact counts.
+		sequelize.query<{ count: string }>(
+			`SELECT COUNT(*) AS count FROM "Communities"`,
+			{ type: QueryTypes.SELECT },
+		),
+		sequelize.query<{ count: string }>(
+			`SELECT COUNT(*) AS count FROM "Users"`,
+			{ type: QueryTypes.SELECT },
+		),
+		sequelize.query<{ count: string }>(
+			`SELECT COUNT(*) AS count FROM "Pubs"`,
+			{ type: QueryTypes.SELECT },
+		),
+		sequelize.query<{ count: string }>(
+			`SELECT COALESCE(SUM(page_views), 0)::bigint AS count
+			 FROM analytics_daily_summary`,
+			{ type: QueryTypes.SELECT },
+		),
+		// Monthly growth series
+		sequelize.query<{ month: string; count: string }>(
+			`SELECT DATE_TRUNC('month', "createdAt") AS month, COUNT(*) AS count
+			 FROM "Communities"
+			 GROUP BY DATE_TRUNC('month', "createdAt")
+			 ORDER BY month`,
+			{ type: QueryTypes.SELECT },
+		),
+		sequelize.query<{ month: string; count: string }>(
+			`SELECT DATE_TRUNC('month', "createdAt") AS month, COUNT(*) AS count
+			 FROM "Users"
+			 GROUP BY DATE_TRUNC('month', "createdAt")
+			 ORDER BY month`,
+			{ type: QueryTypes.SELECT },
+		),
+		sequelize.query<{ month: string; count: string }>(
+			`SELECT DATE_TRUNC('month', "createdAt") AS month, COUNT(*) AS count
+			 FROM "Pubs"
+			 GROUP BY DATE_TRUNC('month', "createdAt")
+			 ORDER BY month`,
+			{ type: QueryTypes.SELECT },
+		),
+		// Pageviews by month — read from the pre-aggregated materialized view
+		sequelize.query<{ month: string; count: string }>(
+			`SELECT DATE_TRUNC('month', date) AS month,
+			        SUM(page_views)::bigint AS count
+			 FROM analytics_daily_summary
+			 GROUP BY DATE_TRUNC('month', date)
+			 ORDER BY month`,
+			{ type: QueryTypes.SELECT },
+		),
+		// Active communities by activity items per month
+		sequelize.query<{ month: string; count: string }>(
+			`SELECT DATE_TRUNC('month', "timestamp") AS month,
+			        COUNT(DISTINCT "communityId") AS count
+			 FROM "ActivityItems"
+			 GROUP BY DATE_TRUNC('month', "timestamp")
+			 ORDER BY month`,
+			{ type: QueryTypes.SELECT },
+		),
+		// Active communities by pub creation per month
+		sequelize.query<{ month: string; count: string }>(
+			`SELECT DATE_TRUNC('month', p."createdAt") AS month,
+			        COUNT(DISTINCT p."communityId") AS count
+			 FROM "Pubs" p
+			 GROUP BY DATE_TRUNC('month', p."createdAt")
+			 ORDER BY month`,
+			{ type: QueryTypes.SELECT },
+		),
+	]);
+
+	const toSeries = (rows: { month: string; count: string }[]) =>
+		rows.map((r) => ({ month: r.month, count: Number(r.count) }));
+
+	return {
+		totals: {
+			communities: Number(totalCommunities[0].count),
+			users: Number(totalUsers[0].count),
+			pubs: Number(totalPubs[0].count),
+			pageviews: Number(totalPageviews[0]?.count ?? 0),
+		},
+		communitiesByMonth: toSeries(communitiesByMonth),
+		usersByMonth: toSeries(usersByMonth),
+		pubsByMonth: toSeries(pubsByMonth),
+		pageviewsByMonth: toSeries(pageviewsByMonth),
+		activeCommunityTrendActivity: toSeries(activeCommunityTrendActivity),
+		activeCommunityTrendPubs: toSeries(activeCommunityTrendPubs),
+	};
+}
+
+router.get('/api/platformAnalytics', async (req, res, next) => {
+	try {
+		const initialData = await getInitialData(req);
+		if (!initialData.loginData.isSuperAdmin) {
+			throw new ForbiddenError();
+		}
+
+		const now = Date.now();
+		if (cachedResult && cachedResult.expiresAt > now) {
+			return res.json(cachedResult.data);
+		}
+
+		const data = await fetchAnalytics();
+		cachedResult = { data, expiresAt: now + CACHE_TTL_MS };
+		return res.json(data);
+	} catch (err) {
+		return handleErrors(req, res, next)(err);
+	}
+});
+
+// ── Period drill-down (date-range filtered counts + paginated communities) ──
+
+const PERIOD_PAGE_SIZE = 25;
+
+router.get('/api/platformAnalytics/period', async (req, res, next) => {
+	try {
+		const initialData = await getInitialData(req);
+		if (!initialData.loginData.isSuperAdmin) {
+			throw new ForbiddenError();
+		}
+
+		const startDate = String(req.query.startDate ?? '');
+		const endDate = String(req.query.endDate ?? '');
+		if (!/^\d{4}-\d{2}-\d{2}$/.test(startDate) || !/^\d{4}-\d{2}-\d{2}$/.test(endDate)) {
+			return res.status(400).json({ error: 'startDate and endDate are required (YYYY-MM-DD)' });
+		}
+
+		const page = Math.max(0, parseInt(String(req.query.page ?? '0'), 10) || 0);
+		const offset = page * PERIOD_PAGE_SIZE;
+
+		const [communities, users, pubs, pageviews, newCommunitiesRows, totalNewCommunities] =
+			await Promise.all([
+				sequelize.query<{ count: string }>(
+					`SELECT COUNT(*) AS count FROM "Communities"
+					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'`,
+					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
+				),
+				sequelize.query<{ count: string }>(
+					`SELECT COUNT(*) AS count FROM "Users"
+					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'`,
+					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
+				),
+				sequelize.query<{ count: string }>(
+					`SELECT COUNT(*) AS count FROM "Pubs"
+					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'`,
+					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
+				),
+				sequelize.query<{ count: string }>(
+					`SELECT COALESCE(SUM(page_views), 0)::bigint AS count
+					 FROM analytics_daily_summary
+					 WHERE date >= :startDate::date AND date <= :endDate::date`,
+					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
+				),
+				sequelize.query<{
+					title: string;
+					subdomain: string;
+					createdAt: string;
+					description: string;
+				}>(
+					`SELECT "title", "subdomain", "createdAt", COALESCE("description", '') AS description
+					 FROM "Communities"
+					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'
+					 ORDER BY "createdAt" DESC
+					 LIMIT :limit OFFSET :offset`,
+					{
+						type: QueryTypes.SELECT,
+						replacements: { startDate, endDate, limit: PERIOD_PAGE_SIZE, offset },
+					},
+				),
+				sequelize.query<{ count: string }>(
+					`SELECT COUNT(*) AS count FROM "Communities"
+					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'`,
+					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
+				),
+			]);
+
+		return res.json({
+			counts: {
+				communities: Number(communities[0].count),
+				users: Number(users[0].count),
+				pubs: Number(pubs[0].count),
+				pageviews: Number(pageviews[0]?.count ?? 0),
+			},
+			newCommunities: newCommunitiesRows,
+			totalNewCommunities: Number(totalNewCommunities[0].count),
+			page,
+			pageSize: PERIOD_PAGE_SIZE,
+		});
+	} catch (err) {
+		return handleErrors(req, res, next)(err);
+	}
+});
diff --git a/server/routes/adminDashboard.tsx b/server/routes/adminDashboard.tsx
index 575edf08c0..c3976ea104 100644
--- a/server/routes/adminDashboard.tsx
+++ b/server/routes/adminDashboard.tsx
@@ -1,58 +1,9 @@
-import type { User } from 'types';
-
-import React from 'react';
-
 import { Router } from 'express';
 
-import Html from 'server/Html';
-import { handleErrors } from 'server/utils/errors';
-import { getInitialData } from 'server/utils/initData';
-import { generateMetabaseToken } from 'server/utils/metabase';
-import { hostIsValid } from 'server/utils/routes';
-import { generateMetaComponents, renderToNodeStream } from 'server/utils/ssr';
-
 export const router = Router();
 
-router.get('/admin', (req, res, next) => {
-	if (!hostIsValid(req, 'pubpub')) {
-		return next();
-	}
-
-	return getInitialData(req)
-		.then((initialData) => {
-			const user = req.user || {};
-			const users = [
-				'b242f616-7aaa-479c-8ee5-3933dcf70859',
-				'5d9d63b3-6990-407c-81fb-5f87b9d3e360',
-				'807f3604-4223-4495-b576-861d04d2f39e',
-				'237fe275-0618-4a8f-bd40-ea9065836e67',
-				'06f7d120-391e-4d71-8725-dcd3e9b9af44',
-				'408952a0-58a6-42df-86b8-d7fe3ab6ba43',
-				'c575d640-4d72-4197-bc32-0cf383a34a4f',
-				'af262062-bb64-402c-8cfc-165c27c2788a',
-				'4d506b24-80b6-462c-85f0-f237e08010d5',
-				'6ddd7a7b-c542-4127-b403-33a67eb40ff3',
-				'd29eed4d-d754-4f8c-975e-b34826e6b8d2',
-			];
-			if (!users.includes((user as User).id)) {
-				throw new Error('Page Not Found');
-			}
-			const impactData = {
-				baseToken: generateMetabaseToken('pubpub', null, 'base'),
-			};
-			return renderToNodeStream(
-				res,
-				<Html
-					chunkName="AdminDashboard"
-					initialData={initialData}
-					headerComponents={generateMetaComponents({
-						initialData,
-						title: `Admin Dashboard · ${initialData.communityData.title}`,
-						description: initialData.communityData.description,
-					})}
-					viewData={{ impactData }}
-				/>,
-			);
-		})
-		.catch(handleErrors(req, res, next));
+// Redirect legacy /admin to the superadmin analytics tab
+router.get('/admin', (_, res) => {
+	return res.redirect(301, '/superadmin/analytics');
 });
+
diff --git a/server/routes/index.ts b/server/routes/index.ts
index 458b5f9c9d..6c57f4bd64 100644
--- a/server/routes/index.ts
+++ b/server/routes/index.ts
@@ -34,7 +34,8 @@ import { router as submitRouter } from './submit';
 
 /* import { router as picingRouter} from './picing'); // Route: '/pricing' */
 
-import { router as adminDashboardRouter } from './adminDashboard'; // Route: '/admin'
+
+import { router as adminDashboardRouter } from './adminDashboard'; // Route: '/admin' (redirect to superadmin)
 import { router as authenticateRouter } from './authenticate'; // Route: '/auth'
 import { router as landingRouter } from './landing'; // Route: '/'
 import { router as legalRouter } from './legal'; // Route: '/legal'
diff --git a/server/utils/metabase.ts b/server/utils/metabase.ts
deleted file mode 100644
index 2bc41b79f4..0000000000
--- a/server/utils/metabase.ts
+++ /dev/null
@@ -1,72 +0,0 @@
-import jwt from 'jsonwebtoken';
-
-import { env } from 'server/env';
-
-const dashboardNums = {
-	community: {
-		type: 'community',
-		base: { id: 2 },
-		new: { id: 28 },
-		benchmark: { id: 8 },
-	},
-	collection: {
-		type: 'collection',
-		base: { id: 7 },
-		new: {
-			id: 32,
-			options: {
-				event: 'collection',
-			},
-		},
-	},
-	pub: {
-		base: { id: 3 },
-		new: { id: 30 },
-		benchmark: { id: 9 },
-		type: 'pub',
-	},
-	pubpub: {
-		base: { id: 6 },
-		benchmark: { id: 10 },
-		type: 'pubpub',
-	},
-} as const;
-
-type DashboardNums = typeof dashboardNums;
-
-export const generateMetabaseToken = <T extends keyof DashboardNums>(
-	scopeType: T,
-	scopeId: string | null,
-	dashboardType: T extends T ? keyof DashboardNums[T] : never,
-	isProd?: boolean,
-) => {
-	const dashboardNum = dashboardNums[scopeType][dashboardType];
-
-	if (!dashboardNum) {
-		return null;
-	}
-
-	const payload = {
-		// @ts-expect-error
-		resource: { dashboard: dashboardNum?.id },
-		params: {
-			[scopeType]: scopeId,
-			...((scopeType === 'collection' &&
-				dashboardType === 'new' &&
-				// @ts-expect-error
-				'options' in dashboardNum &&
-				dashboardNum.options) ||
-				{}),
-			...(isProd !== undefined && { is_prod: isProd }),
-		},
-		exp: Math.round(Date.now() / 1000) + 10 * 60, // 10 minute expiration
-	};
-
-	const metabaseSecretKey = env.METABASE_SECRET_KEY;
-
-	if (!metabaseSecretKey) {
-		throw new Error('METABASE_SECRET_KEY environment variable not set');
-	}
-
-	return jwt.sign(payload, metabaseSecretKey);
-};
diff --git a/utils/analytics/usePageOnce.ts b/utils/analytics/usePageOnce.ts
index e7c12b7aeb..e1781bfcaa 100644
--- a/utils/analytics/usePageOnce.ts
+++ b/utils/analytics/usePageOnce.ts
@@ -46,7 +46,7 @@ const determinePayload = (
 		// UUID in the array, which creates a ton of events for a single page view if the pub
 		// is in a lot of collections
 		// much easier to just have a single event with a string of UUIDs and then do some
-		// processing in Metabase
+		// processing in analytics queries
 		const collectionIds = uniqueCollectionIds.join(',') || undefined;
 		const collection = chooseCollectionForPub(pubData, locationData);
 
diff --git a/utils/superAdmin.ts b/utils/superAdmin.ts
index 88a9b86e44..864ae52c08 100644
--- a/utils/superAdmin.ts
+++ b/utils/superAdmin.ts
@@ -1,4 +1,4 @@
-export const superAdminTabKinds = ['landingPageFeatures', 'spam', 'spamUsers'] as const;
+export const superAdminTabKinds = ['analytics', 'landingPageFeatures', 'spam', 'spamUsers'] as const;
 
 export const getSuperAdminTabUrl = (tabKind: SuperAdminTabKind) => {
 	return `/superadmin/${tabKind}` as const;

From 1cf7c50a5145501f1e495a069764504a244aa6b2 Mon Sep 17 00:00:00 2001
From: Travis Rich <travis.s.rich@gmail.com>
Date: Wed, 15 Apr 2026 22:10:26 -0400
Subject: [PATCH 2/4] lint

---
 .../SuperAdminDashboard/PlatformAnalytics.tsx | 81 +++++++++++++------
 server/apiRoutes.ts                           |  2 +-
 server/platformAnalytics/api.ts               | 25 +++---
 server/routes/adminDashboard.tsx              |  1 -
 server/routes/index.ts                        |  1 -
 utils/superAdmin.ts                           |  7 +-
 6 files changed, 76 insertions(+), 41 deletions(-)

diff --git a/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx b/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx
index 153c2a041f..8ab905184c 100644
--- a/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx
+++ b/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx
@@ -74,7 +74,9 @@ const COLORS = {
 };
 
 /** Convert raw monthly counts into a cumulative series. */
-function toCumulative(series: MonthlySeries): { month: string; count: number; cumulative: number }[] {
+function toCumulative(
+	series: MonthlySeries,
+): { month: string; count: number; cumulative: number }[] {
 	let total = 0;
 	return series.map((d) => {
 		total += d.count;
@@ -155,7 +157,10 @@ const ActiveCommunityChart = ({
 	pubData: MonthlySeries;
 }) => {
 	// Merge the two series by month
-	const monthMap = new Map<string, { month: string; byActivity: number; byPubCreation: number }>();
+	const monthMap = new Map<
+		string,
+		{ month: string; byActivity: number; byPubCreation: number }
+	>();
 	for (const d of activityData) {
 		monthMap.set(d.month, { month: d.month, byActivity: d.count, byPubCreation: 0 });
 	}
@@ -232,20 +237,17 @@ const PeriodExplorer = () => {
 	const [loading, setLoading] = useState(false);
 	const [page, setPage] = useState(0);
 
-	const fetchPeriod = useCallback(
-		async (sd: string, ed: string, pg: number) => {
-			setLoading(true);
-			try {
-				const res = await apiFetch.get(
-					`/api/platformAnalytics/period?startDate=${sd}&endDate=${ed}&page=${pg}`,
-				);
-				setPeriod(res as PeriodData);
-			} finally {
-				setLoading(false);
-			}
-		},
-		[],
-	);
+	const fetchPeriod = useCallback(async (sd: string, ed: string, pg: number) => {
+		setLoading(true);
+		try {
+			const res = await apiFetch.get(
+				`/api/platformAnalytics/period?startDate=${sd}&endDate=${ed}&page=${pg}`,
+			);
+			setPeriod(res as PeriodData);
+		} finally {
+			setLoading(false);
+		}
+	}, []);
 
 	// Fetch on mount and whenever dates or page change
 	useEffect(() => {
@@ -430,7 +432,10 @@ const PlatformAnalytics = () => {
 	const [error, setError] = useState<string | null>(null);
 
 	useEffect(() => {
-		apiFetch.get('/api/platformAnalytics').then(setData).catch((err) => setError(err.message));
+		apiFetch
+			.get('/api/platformAnalytics')
+			.then(setData)
+			.catch((err) => setError(err.message));
 	}, []);
 
 	if (error) {
@@ -512,26 +517,54 @@ const PlatformAnalytics = () => {
 
 			<section className="section-label">All-Time Totals</section>
 			<div className="scalar-row">
-				<ScalarCard label="Communities" value={fmt(totals.communities)} color={COLORS.communities} />
-				<ScalarCard label="Registered Users" value={fmt(totals.users)} color={COLORS.users} />
+				<ScalarCard
+					label="Communities"
+					value={fmt(totals.communities)}
+					color={COLORS.communities}
+				/>
+				<ScalarCard
+					label="Registered Users"
+					value={fmt(totals.users)}
+					color={COLORS.users}
+				/>
 				<ScalarCard label="Pubs" value={fmt(totals.pubs)} color={COLORS.pubs} />
-				<ScalarCard label="Pageviews" value={fmt(totals.pageviews)} color={COLORS.pageviews} />
+				<ScalarCard
+					label="Pageviews"
+					value={fmt(totals.pageviews)}
+					color={COLORS.pageviews}
+				/>
 			</div>
 
 			<section className="section-label">Cumulative Growth</section>
 			<div className="chart-row">
-				<GrowthChart title="Communities" data={data.communitiesByMonth} color={COLORS.communities} />
+				<GrowthChart
+					title="Communities"
+					data={data.communitiesByMonth}
+					color={COLORS.communities}
+				/>
 				<GrowthChart title="Users" data={data.usersByMonth} color={COLORS.users} />
 				<GrowthChart title="Pubs" data={data.pubsByMonth} color={COLORS.pubs} />
-				<GrowthChart title="Pageviews" data={data.pageviewsByMonth} color={COLORS.pageviews} />
+				<GrowthChart
+					title="Pageviews"
+					data={data.pageviewsByMonth}
+					color={COLORS.pageviews}
+				/>
 			</div>
 
 			<section className="section-label">Monthly Growth</section>
 			<div className="chart-row">
-				<MonthlyChart title="Community Growth" data={data.communitiesByMonth} color={COLORS.communities} />
+				<MonthlyChart
+					title="Community Growth"
+					data={data.communitiesByMonth}
+					color={COLORS.communities}
+				/>
 				<MonthlyChart title="User Growth" data={data.usersByMonth} color={COLORS.users} />
 				<MonthlyChart title="Pub Growth" data={data.pubsByMonth} color={COLORS.pubs} />
-				<MonthlyChart title="Pageviews" data={data.pageviewsByMonth} color={COLORS.pageviews} />
+				<MonthlyChart
+					title="Pageviews"
+					data={data.pageviewsByMonth}
+					color={COLORS.pageviews}
+				/>
 			</div>
 
 			<section className="section-label">Active Communities</section>
diff --git a/server/apiRoutes.ts b/server/apiRoutes.ts
index dbc26ba3c6..eea8124ceb 100644
--- a/server/apiRoutes.ts
+++ b/server/apiRoutes.ts
@@ -17,12 +17,12 @@ import { router as draftCheckpointRouter } from './draftCheckpoint/api';
 import { router as editorRouter } from './editor/api';
 import { env } from './env';
 import { router as impact2Router } from './impact2/api';
-import { router as platformAnalyticsRouter } from './platformAnalytics/api';
 import { router as integrationDataOAuth1Router } from './integrationDataOAuth1/api';
 import { router as landingPageFeatureRouter } from './landingPageFeature/api';
 import { router as layoutRouter } from './layout/api';
 import { router as openSearchRouter } from './openSearch/api';
 import { router as passwordResetRouter } from './passwordReset/api';
+import { router as platformAnalyticsRouter } from './platformAnalytics/api';
 import { router as pubEdgeProposalRouter } from './pubEdgeProposal/api';
 import { router as pubHistoryRouter } from './pubHistory/api';
 import { router as reviewRouter } from './review/api';
diff --git a/server/platformAnalytics/api.ts b/server/platformAnalytics/api.ts
index e767114f87..bf4ae353db 100644
--- a/server/platformAnalytics/api.ts
+++ b/server/platformAnalytics/api.ts
@@ -26,18 +26,15 @@ async function fetchAnalytics() {
 	] = await Promise.all([
 		// Total counts — use pg_class estimate for the huge AnalyticsEvents
 		// table; Communities / Users / Pubs are small enough for exact counts.
-		sequelize.query<{ count: string }>(
-			`SELECT COUNT(*) AS count FROM "Communities"`,
-			{ type: QueryTypes.SELECT },
-		),
-		sequelize.query<{ count: string }>(
-			`SELECT COUNT(*) AS count FROM "Users"`,
-			{ type: QueryTypes.SELECT },
-		),
-		sequelize.query<{ count: string }>(
-			`SELECT COUNT(*) AS count FROM "Pubs"`,
-			{ type: QueryTypes.SELECT },
-		),
+		sequelize.query<{ count: string }>(`SELECT COUNT(*) AS count FROM "Communities"`, {
+			type: QueryTypes.SELECT,
+		}),
+		sequelize.query<{ count: string }>(`SELECT COUNT(*) AS count FROM "Users"`, {
+			type: QueryTypes.SELECT,
+		}),
+		sequelize.query<{ count: string }>(`SELECT COUNT(*) AS count FROM "Pubs"`, {
+			type: QueryTypes.SELECT,
+		}),
 		sequelize.query<{ count: string }>(
 			`SELECT COALESCE(SUM(page_views), 0)::bigint AS count
 			 FROM analytics_daily_summary`,
@@ -147,7 +144,9 @@ router.get('/api/platformAnalytics/period', async (req, res, next) => {
 		const startDate = String(req.query.startDate ?? '');
 		const endDate = String(req.query.endDate ?? '');
 		if (!/^\d{4}-\d{2}-\d{2}$/.test(startDate) || !/^\d{4}-\d{2}-\d{2}$/.test(endDate)) {
-			return res.status(400).json({ error: 'startDate and endDate are required (YYYY-MM-DD)' });
+			return res
+				.status(400)
+				.json({ error: 'startDate and endDate are required (YYYY-MM-DD)' });
 		}
 
 		const page = Math.max(0, parseInt(String(req.query.page ?? '0'), 10) || 0);
diff --git a/server/routes/adminDashboard.tsx b/server/routes/adminDashboard.tsx
index c3976ea104..e475f63e71 100644
--- a/server/routes/adminDashboard.tsx
+++ b/server/routes/adminDashboard.tsx
@@ -6,4 +6,3 @@ export const router = Router();
 router.get('/admin', (_, res) => {
 	return res.redirect(301, '/superadmin/analytics');
 });
-
diff --git a/server/routes/index.ts b/server/routes/index.ts
index 6c57f4bd64..4d7501bb21 100644
--- a/server/routes/index.ts
+++ b/server/routes/index.ts
@@ -34,7 +34,6 @@ import { router as submitRouter } from './submit';
 
 /* import { router as picingRouter} from './picing'); // Route: '/pricing' */
 
-
 import { router as adminDashboardRouter } from './adminDashboard'; // Route: '/admin' (redirect to superadmin)
 import { router as authenticateRouter } from './authenticate'; // Route: '/auth'
 import { router as landingRouter } from './landing'; // Route: '/'
diff --git a/utils/superAdmin.ts b/utils/superAdmin.ts
index 864ae52c08..9768ed4df0 100644
--- a/utils/superAdmin.ts
+++ b/utils/superAdmin.ts
@@ -1,4 +1,9 @@
-export const superAdminTabKinds = ['analytics', 'landingPageFeatures', 'spam', 'spamUsers'] as const;
+export const superAdminTabKinds = [
+	'analytics',
+	'landingPageFeatures',
+	'spam',
+	'spamUsers',
+] as const;
 
 export const getSuperAdminTabUrl = (tabKind: SuperAdminTabKind) => {
 	return `/superadmin/${tabKind}` as const;

From be7833d47a9e979067bb80263535c04eb3bf5b80 Mon Sep 17 00:00:00 2001
From: Travis Rich <travis.s.rich@gmail.com>
Date: Wed, 15 Apr 2026 22:50:40 -0400
Subject: [PATCH 3/4] Handle spam data

---
 .../SuperAdminDashboard/PlatformAnalytics.tsx | 182 +++++++++++++----
 .../platformAnalytics.scss                    |  22 ++
 server/platformAnalytics/api.ts               | 188 +++++++++++-------
 3 files changed, 284 insertions(+), 108 deletions(-)

diff --git a/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx b/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx
index 8ab905184c..4276675a7b 100644
--- a/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx
+++ b/client/containers/SuperAdminDashboard/PlatformAnalytics.tsx
@@ -1,6 +1,6 @@
 import React, { useCallback, useEffect, useState } from 'react';
 
-import { Button, ButtonGroup, NonIdealState } from '@blueprintjs/core';
+import { Button, ButtonGroup, Checkbox, NonIdealState, Tag } from '@blueprintjs/core';
 import {
 	Area,
 	AreaChart,
@@ -18,35 +18,32 @@ import { apiFetch } from 'client/utils/apiFetch';
 
 import './platformAnalytics.scss';
 
-type MonthlySeries = { month: string; count: number }[];
+type MonthlySeriesRow = { month: string; count: number; spam: number };
+type MonthlySeries = MonthlySeriesRow[];
+type SimpleSeriesRow = { month: string; count: number };
+
+type Totals = { communities: number; users: number; pubs: number; pageviews: number };
 
 type AnalyticsData = {
-	totals: {
-		communities: number;
-		users: number;
-		pubs: number;
-		pageviews: number;
-	};
+	totals: Totals;
+	spam: Totals;
 	communitiesByMonth: MonthlySeries;
 	usersByMonth: MonthlySeries;
 	pubsByMonth: MonthlySeries;
 	pageviewsByMonth: MonthlySeries;
-	activeCommunityTrendActivity: MonthlySeries;
-	activeCommunityTrendPubs: MonthlySeries;
+	activeCommunityTrendActivity: SimpleSeriesRow[];
+	activeCommunityTrendPubs: SimpleSeriesRow[];
 };
 
 type PeriodData = {
-	counts: {
-		communities: number;
-		users: number;
-		pubs: number;
-		pageviews: number;
-	};
+	counts: Totals;
+	spam: Totals;
 	newCommunities: {
 		title: string;
 		subdomain: string;
 		createdAt: string;
 		description: string;
+		isSpam: boolean;
 	}[];
 	totalNewCommunities: number;
 	page: number;
@@ -74,19 +71,40 @@ const COLORS = {
 };
 
 /** Convert raw monthly counts into a cumulative series. */
-function toCumulative(
-	series: MonthlySeries,
-): { month: string; count: number; cumulative: number }[] {
+function toCumulative(series: MonthlySeries) {
 	let total = 0;
+	let spamTotal = 0;
 	return series.map((d) => {
 		total += d.count;
-		return { month: d.month, count: d.count, cumulative: total };
+		spamTotal += d.spam;
+		return {
+			month: d.month,
+			count: d.count,
+			spam: d.spam,
+			cumulative: total,
+			cumulativeSpam: spamTotal,
+		};
 	});
 }
 
-const ScalarCard = ({ label, value, color }: { label: string; value: string; color: string }) => (
+const ScalarCard = ({
+	label,
+	value,
+	color,
+	spamValue,
+	showSpam,
+}: {
+	label: string;
+	value: string;
+	color: string;
+	spamValue?: number;
+	showSpam?: boolean;
+}) => (
 	<div className="scalar-card" style={{ borderLeftColor: color }}>
 		<div className="scalar-value">{value}</div>
+		{showSpam && spamValue !== undefined && (
+			<div className="scalar-spam">(Spam: {fmt(spamValue)})</div>
+		)}
 		<div className="scalar-label">{label}</div>
 	</div>
 );
@@ -95,10 +113,12 @@ const GrowthChart = ({
 	title,
 	data,
 	color,
+	showSpam,
 }: {
 	title: string;
 	data: MonthlySeries;
 	color: string;
+	showSpam?: boolean;
 }) => {
 	const cumData = toCumulative(data);
 	return (
@@ -111,7 +131,10 @@ const GrowthChart = ({
 					<YAxis tickFormatter={fmt} tick={{ fontSize: 10 }} />
 					<Tooltip
 						labelFormatter={fmtMonth}
-						formatter={(v: number) => [fmt(v), 'Cumulative']}
+						formatter={(v: number, name: string) => [
+							fmt(v),
+							name === 'cumulativeSpam' ? 'Spam' : 'Cumulative',
+						]}
 					/>
 					<Area
 						type="monotone"
@@ -120,6 +143,16 @@ const GrowthChart = ({
 						fill={color}
 						fillOpacity={0.15}
 					/>
+					{showSpam && (
+						<Area
+							type="monotone"
+							dataKey="cumulativeSpam"
+							stroke={color}
+							fill="none"
+							strokeDasharray="4 3"
+							strokeOpacity={0.6}
+						/>
+					)}
 				</AreaChart>
 			</ResponsiveContainer>
 		</div>
@@ -130,10 +163,12 @@ const MonthlyChart = ({
 	title,
 	data,
 	color,
+	showSpam,
 }: {
 	title: string;
 	data: MonthlySeries;
 	color: string;
+	showSpam?: boolean;
 }) => (
 	<div className="chart-card">
 		<h4>{title}</h4>
@@ -142,8 +177,24 @@ const MonthlyChart = ({
 				<CartesianGrid strokeDasharray="3 3" />
 				<XAxis dataKey="month" tickFormatter={fmtMonth} tick={{ fontSize: 10 }} />
 				<YAxis tickFormatter={fmt} tick={{ fontSize: 10 }} />
-				<Tooltip labelFormatter={fmtMonth} formatter={(v: number) => [fmt(v), 'Count']} />
+				<Tooltip
+					labelFormatter={fmtMonth}
+					formatter={(v: number, name: string) => [
+						fmt(v),
+						name === 'spam' ? 'Spam' : 'Count',
+					]}
+				/>
 				<Line type="monotone" dataKey="count" stroke={color} dot={false} />
+				{showSpam && (
+					<Line
+						type="monotone"
+						dataKey="spam"
+						stroke={color}
+						dot={false}
+						strokeDasharray="4 3"
+						strokeOpacity={0.6}
+					/>
+				)}
 			</LineChart>
 		</ResponsiveContainer>
 	</div>
@@ -153,8 +204,8 @@ const ActiveCommunityChart = ({
 	activityData,
 	pubData,
 }: {
-	activityData: MonthlySeries;
-	pubData: MonthlySeries;
+	activityData: SimpleSeriesRow[];
+	pubData: SimpleSeriesRow[];
 }) => {
 	// Merge the two series by month
 	const monthMap = new Map<
@@ -229,7 +280,7 @@ function presetRange(days: number) {
 
 // ── Period Explorer sub-component ───────────────────────────────────────────
 
-const PeriodExplorer = () => {
+const PeriodExplorer = ({ showSpam }: { showSpam: boolean }) => {
 	const [preset, setPreset] = useState<PresetKey>('1y');
 	const [startDate, setStartDate] = useState(() => presetRange(365).startDate);
 	const [endDate, setEndDate] = useState(() => presetRange(365).endDate);
@@ -249,7 +300,6 @@ const PeriodExplorer = () => {
 		}
 	}, []);
 
-	// Fetch on mount and whenever dates or page change
 	useEffect(() => {
 		fetchPeriod(startDate, endDate, page);
 	}, [startDate, endDate, page, fetchPeriod]);
@@ -333,21 +383,29 @@ const PeriodExplorer = () => {
 							label="New Communities"
 							value={fmt(period.counts.communities)}
 							color={COLORS.communities}
+							spamValue={period.spam.communities}
+							showSpam={showSpam}
 						/>
 						<ScalarCard
 							label="New Users"
 							value={fmt(period.counts.users)}
 							color={COLORS.users}
+							spamValue={period.spam.users}
+							showSpam={showSpam}
 						/>
 						<ScalarCard
 							label="New Pubs"
 							value={fmt(period.counts.pubs)}
 							color={COLORS.pubs}
+							spamValue={period.spam.pubs}
+							showSpam={showSpam}
 						/>
 						<ScalarCard
 							label="Pageviews"
 							value={fmt(period.counts.pageviews)}
 							color={COLORS.pageviews}
+							spamValue={period.spam.pageviews}
+							showSpam={showSpam}
 						/>
 					</div>
 
@@ -362,6 +420,7 @@ const PeriodExplorer = () => {
 										<th>Title</th>
 										<th>Subdomain</th>
 										<th>Created</th>
+										{showSpam && <th>Spam</th>}
 										<th>Description</th>
 									</tr>
 								</thead>
@@ -388,6 +447,15 @@ const PeriodExplorer = () => {
 													},
 												)}
 											</td>
+											{showSpam && (
+												<td>
+													{c.isSpam && (
+														<Tag intent="danger" minimal>
+															Spam
+														</Tag>
+													)}
+												</td>
+											)}
 											<td className="desc-cell">{c.description}</td>
 										</tr>
 									))}
@@ -430,6 +498,7 @@ const PeriodExplorer = () => {
 const PlatformAnalytics = () => {
 	const [data, setData] = useState<AnalyticsData | null>(null);
 	const [error, setError] = useState<string | null>(null);
+	const [showSpam, setShowSpam] = useState(false);
 
 	useEffect(() => {
 		apiFetch
@@ -509,11 +578,18 @@ const PlatformAnalytics = () => {
 		);
 	}
 
-	const { totals } = data;
+	const { totals, spam } = data;
 
 	return (
 		<div className="platform-analytics">
-			<h3>PubPub Platform Analytics</h3>
+			<div className="analytics-header">
+				<h3>PubPub Platform Analytics</h3>
+				<Checkbox
+					checked={showSpam}
+					onChange={(e) => setShowSpam((e.target as HTMLInputElement).checked)}
+					label="Show spam"
+				/>
+			</div>
 
 			<section className="section-label">All-Time Totals</section>
 			<div className="scalar-row">
@@ -521,17 +597,29 @@ const PlatformAnalytics = () => {
 					label="Communities"
 					value={fmt(totals.communities)}
 					color={COLORS.communities}
+					spamValue={spam.communities}
+					showSpam={showSpam}
 				/>
 				<ScalarCard
 					label="Registered Users"
 					value={fmt(totals.users)}
 					color={COLORS.users}
+					spamValue={spam.users}
+					showSpam={showSpam}
+				/>
+				<ScalarCard
+					label="Pubs"
+					value={fmt(totals.pubs)}
+					color={COLORS.pubs}
+					spamValue={spam.pubs}
+					showSpam={showSpam}
 				/>
-				<ScalarCard label="Pubs" value={fmt(totals.pubs)} color={COLORS.pubs} />
 				<ScalarCard
 					label="Pageviews"
 					value={fmt(totals.pageviews)}
 					color={COLORS.pageviews}
+					spamValue={spam.pageviews}
+					showSpam={showSpam}
 				/>
 			</div>
 
@@ -541,13 +629,25 @@ const PlatformAnalytics = () => {
 					title="Communities"
 					data={data.communitiesByMonth}
 					color={COLORS.communities}
+					showSpam={showSpam}
+				/>
+				<GrowthChart
+					title="Users"
+					data={data.usersByMonth}
+					color={COLORS.users}
+					showSpam={showSpam}
+				/>
+				<GrowthChart
+					title="Pubs"
+					data={data.pubsByMonth}
+					color={COLORS.pubs}
+					showSpam={showSpam}
 				/>
-				<GrowthChart title="Users" data={data.usersByMonth} color={COLORS.users} />
-				<GrowthChart title="Pubs" data={data.pubsByMonth} color={COLORS.pubs} />
 				<GrowthChart
 					title="Pageviews"
 					data={data.pageviewsByMonth}
 					color={COLORS.pageviews}
+					showSpam={showSpam}
 				/>
 			</div>
 
@@ -557,13 +657,25 @@ const PlatformAnalytics = () => {
 					title="Community Growth"
 					data={data.communitiesByMonth}
 					color={COLORS.communities}
+					showSpam={showSpam}
+				/>
+				<MonthlyChart
+					title="User Growth"
+					data={data.usersByMonth}
+					color={COLORS.users}
+					showSpam={showSpam}
+				/>
+				<MonthlyChart
+					title="Pub Growth"
+					data={data.pubsByMonth}
+					color={COLORS.pubs}
+					showSpam={showSpam}
 				/>
-				<MonthlyChart title="User Growth" data={data.usersByMonth} color={COLORS.users} />
-				<MonthlyChart title="Pub Growth" data={data.pubsByMonth} color={COLORS.pubs} />
 				<MonthlyChart
 					title="Pageviews"
 					data={data.pageviewsByMonth}
 					color={COLORS.pageviews}
+					showSpam={showSpam}
 				/>
 			</div>
 
@@ -576,7 +688,7 @@ const PlatformAnalytics = () => {
 			</div>
 
 			<section className="section-label">Period Explorer</section>
-			<PeriodExplorer />
+			<PeriodExplorer showSpam={showSpam} />
 		</div>
 	);
 };
diff --git a/client/containers/SuperAdminDashboard/platformAnalytics.scss b/client/containers/SuperAdminDashboard/platformAnalytics.scss
index e4b3fd7d87..53a5aa7de5 100644
--- a/client/containers/SuperAdminDashboard/platformAnalytics.scss
+++ b/client/containers/SuperAdminDashboard/platformAnalytics.scss
@@ -63,6 +63,22 @@
 	}
 
 	// ── Layout ──────────────────────────────────────────────────────────
+	.analytics-header {
+		display: flex;
+		align-items: center;
+		gap: 16px;
+		margin-bottom: 1em;
+
+		h3 {
+			margin: 0;
+		}
+
+		.bp3-control {
+			margin: 0;
+			font-size: 13px;
+		}
+	}
+
 	h3 {
 		margin-bottom: 1em;
 	}
@@ -110,6 +126,12 @@
 			color: #5c7080;
 			margin-top: 2px;
 		}
+
+		.scalar-spam {
+			font-size: 12px;
+			color: #c23030;
+			margin-top: 2px;
+		}
 	}
 
 	.chart-row {
diff --git a/server/platformAnalytics/api.ts b/server/platformAnalytics/api.ts
index bf4ae353db..c58bca2082 100644
--- a/server/platformAnalytics/api.ts
+++ b/server/platformAnalytics/api.ts
@@ -11,12 +11,24 @@ export const router = Router();
 const CACHE_TTL_MS = 60 * 60 * 1000;
 let cachedResult: { data: any; expiresAt: number } | null = null;
 
+// ── Spam SQL fragments ──────────────────────────────────────────────
+// "confirmed-spam" via spamTagId on Communities / Users directly.
+const SPAM_TAG_IDS = `(SELECT id FROM "SpamTags" WHERE status = 'confirmed-spam')`;
+const SPAM_COMMUNITY_IDS = `(SELECT id FROM "Communities" WHERE "spamTagId" IN ${SPAM_TAG_IDS})`;
+
+const IS_SPAM_COMMUNITY = `"spamTagId" IN ${SPAM_TAG_IDS}`;
+const NOT_SPAM_COMMUNITY = `("spamTagId" IS NULL OR "spamTagId" NOT IN ${SPAM_TAG_IDS})`;
+const IS_SPAM_USER = `"spamTagId" IN ${SPAM_TAG_IDS}`;
+const NOT_SPAM_USER = `("spamTagId" IS NULL OR "spamTagId" NOT IN ${SPAM_TAG_IDS})`;
+const IS_SPAM_VIA_COMMUNITY = `"communityId" IN ${SPAM_COMMUNITY_IDS}`;
+const NOT_SPAM_VIA_COMMUNITY = `"communityId" NOT IN ${SPAM_COMMUNITY_IDS}`;
+
 async function fetchAnalytics() {
 	const [
-		totalCommunities,
-		totalUsers,
-		totalPubs,
-		totalPageviews,
+		communityTotals,
+		userTotals,
+		pubTotals,
+		pageviewTotals,
 		communitiesByMonth,
 		usersByMonth,
 		pubsByMonth,
@@ -24,89 +36,105 @@ async function fetchAnalytics() {
 		activeCommunityTrendActivity,
 		activeCommunityTrendPubs,
 	] = await Promise.all([
-		// Total counts — use pg_class estimate for the huge AnalyticsEvents
-		// table; Communities / Users / Pubs are small enough for exact counts.
-		sequelize.query<{ count: string }>(`SELECT COUNT(*) AS count FROM "Communities"`, {
-			type: QueryTypes.SELECT,
-		}),
-		sequelize.query<{ count: string }>(`SELECT COUNT(*) AS count FROM "Users"`, {
-			type: QueryTypes.SELECT,
-		}),
-		sequelize.query<{ count: string }>(`SELECT COUNT(*) AS count FROM "Pubs"`, {
-			type: QueryTypes.SELECT,
-		}),
-		sequelize.query<{ count: string }>(
-			`SELECT COALESCE(SUM(page_views), 0)::bigint AS count
+		// ── Total counts (clean + spam in one query each) ───────────────
+		sequelize.query<{ clean: string; spam: string }>(
+			`SELECT COUNT(*) FILTER (WHERE ${NOT_SPAM_COMMUNITY}) AS clean,
+			        COUNT(*) FILTER (WHERE ${IS_SPAM_COMMUNITY}) AS spam
+			 FROM "Communities"`,
+			{ type: QueryTypes.SELECT },
+		),
+		sequelize.query<{ clean: string; spam: string }>(
+			`SELECT COUNT(*) FILTER (WHERE ${NOT_SPAM_USER}) AS clean,
+			        COUNT(*) FILTER (WHERE ${IS_SPAM_USER}) AS spam
+			 FROM "Users"`,
+			{ type: QueryTypes.SELECT },
+		),
+		sequelize.query<{ clean: string; spam: string }>(
+			`SELECT COUNT(*) FILTER (WHERE ${NOT_SPAM_VIA_COMMUNITY}) AS clean,
+			        COUNT(*) FILTER (WHERE ${IS_SPAM_VIA_COMMUNITY}) AS spam
+			 FROM "Pubs"`,
+			{ type: QueryTypes.SELECT },
+		),
+		sequelize.query<{ clean: string; spam: string }>(
+			`SELECT COALESCE(SUM(page_views) FILTER (WHERE ${NOT_SPAM_VIA_COMMUNITY}), 0)::bigint AS clean,
+			        COALESCE(SUM(page_views) FILTER (WHERE ${IS_SPAM_VIA_COMMUNITY}), 0)::bigint AS spam
 			 FROM analytics_daily_summary`,
 			{ type: QueryTypes.SELECT },
 		),
-		// Monthly growth series
-		sequelize.query<{ month: string; count: string }>(
-			`SELECT DATE_TRUNC('month', "createdAt") AS month, COUNT(*) AS count
+		// ── Monthly series (clean + spam per month) ─────────────────────
+		sequelize.query<{ month: string; clean: string; spam: string }>(
+			`SELECT DATE_TRUNC('month', "createdAt") AS month,
+			        COUNT(*) FILTER (WHERE ${NOT_SPAM_COMMUNITY}) AS clean,
+			        COUNT(*) FILTER (WHERE ${IS_SPAM_COMMUNITY}) AS spam
 			 FROM "Communities"
-			 GROUP BY DATE_TRUNC('month', "createdAt")
-			 ORDER BY month`,
+			 GROUP BY month ORDER BY month`,
 			{ type: QueryTypes.SELECT },
 		),
-		sequelize.query<{ month: string; count: string }>(
-			`SELECT DATE_TRUNC('month', "createdAt") AS month, COUNT(*) AS count
+		sequelize.query<{ month: string; clean: string; spam: string }>(
+			`SELECT DATE_TRUNC('month', "createdAt") AS month,
+			        COUNT(*) FILTER (WHERE ${NOT_SPAM_USER}) AS clean,
+			        COUNT(*) FILTER (WHERE ${IS_SPAM_USER}) AS spam
 			 FROM "Users"
-			 GROUP BY DATE_TRUNC('month', "createdAt")
-			 ORDER BY month`,
+			 GROUP BY month ORDER BY month`,
 			{ type: QueryTypes.SELECT },
 		),
-		sequelize.query<{ month: string; count: string }>(
-			`SELECT DATE_TRUNC('month', "createdAt") AS month, COUNT(*) AS count
+		sequelize.query<{ month: string; clean: string; spam: string }>(
+			`SELECT DATE_TRUNC('month', "createdAt") AS month,
+			        COUNT(*) FILTER (WHERE ${NOT_SPAM_VIA_COMMUNITY}) AS clean,
+			        COUNT(*) FILTER (WHERE ${IS_SPAM_VIA_COMMUNITY}) AS spam
 			 FROM "Pubs"
-			 GROUP BY DATE_TRUNC('month', "createdAt")
-			 ORDER BY month`,
+			 GROUP BY month ORDER BY month`,
 			{ type: QueryTypes.SELECT },
 		),
-		// Pageviews by month — read from the pre-aggregated materialized view
-		sequelize.query<{ month: string; count: string }>(
+		sequelize.query<{ month: string; clean: string; spam: string }>(
 			`SELECT DATE_TRUNC('month', date) AS month,
-			        SUM(page_views)::bigint AS count
+			        COALESCE(SUM(page_views) FILTER (WHERE ${NOT_SPAM_VIA_COMMUNITY}), 0)::bigint AS clean,
+			        COALESCE(SUM(page_views) FILTER (WHERE ${IS_SPAM_VIA_COMMUNITY}), 0)::bigint AS spam
 			 FROM analytics_daily_summary
-			 GROUP BY DATE_TRUNC('month', date)
-			 ORDER BY month`,
+			 GROUP BY month ORDER BY month`,
 			{ type: QueryTypes.SELECT },
 		),
-		// Active communities by activity items per month
+		// ── Active communities (clean only — spam overlay not meaningful) ─
 		sequelize.query<{ month: string; count: string }>(
 			`SELECT DATE_TRUNC('month', "timestamp") AS month,
 			        COUNT(DISTINCT "communityId") AS count
-			 FROM "ActivityItems"
-			 GROUP BY DATE_TRUNC('month', "timestamp")
-			 ORDER BY month`,
+			 FROM "ActivityItems" WHERE ${NOT_SPAM_VIA_COMMUNITY}
+			 GROUP BY month ORDER BY month`,
 			{ type: QueryTypes.SELECT },
 		),
-		// Active communities by pub creation per month
 		sequelize.query<{ month: string; count: string }>(
-			`SELECT DATE_TRUNC('month', p."createdAt") AS month,
-			        COUNT(DISTINCT p."communityId") AS count
-			 FROM "Pubs" p
-			 GROUP BY DATE_TRUNC('month', p."createdAt")
-			 ORDER BY month`,
+			`SELECT DATE_TRUNC('month', "createdAt") AS month,
+			        COUNT(DISTINCT "communityId") AS count
+			 FROM "Pubs" WHERE ${NOT_SPAM_VIA_COMMUNITY}
+			 GROUP BY month ORDER BY month`,
 			{ type: QueryTypes.SELECT },
 		),
 	]);
 
-	const toSeries = (rows: { month: string; count: string }[]) =>
+	const toSeries = (rows: { month: string; clean: string; spam: string }[]) =>
+		rows.map((r) => ({ month: r.month, count: Number(r.clean), spam: Number(r.spam) }));
+	const toSimpleSeries = (rows: { month: string; count: string }[]) =>
 		rows.map((r) => ({ month: r.month, count: Number(r.count) }));
 
 	return {
 		totals: {
-			communities: Number(totalCommunities[0].count),
-			users: Number(totalUsers[0].count),
-			pubs: Number(totalPubs[0].count),
-			pageviews: Number(totalPageviews[0]?.count ?? 0),
+			communities: Number(communityTotals[0].clean),
+			users: Number(userTotals[0].clean),
+			pubs: Number(pubTotals[0].clean),
+			pageviews: Number(pageviewTotals[0]?.clean ?? 0),
+		},
+		spam: {
+			communities: Number(communityTotals[0].spam),
+			users: Number(userTotals[0].spam),
+			pubs: Number(pubTotals[0].spam),
+			pageviews: Number(pageviewTotals[0]?.spam ?? 0),
 		},
 		communitiesByMonth: toSeries(communitiesByMonth),
 		usersByMonth: toSeries(usersByMonth),
 		pubsByMonth: toSeries(pubsByMonth),
 		pageviewsByMonth: toSeries(pageviewsByMonth),
-		activeCommunityTrendActivity: toSeries(activeCommunityTrendActivity),
-		activeCommunityTrendPubs: toSeries(activeCommunityTrendPubs),
+		activeCommunityTrendActivity: toSimpleSeries(activeCommunityTrendActivity),
+		activeCommunityTrendPubs: toSimpleSeries(activeCommunityTrendPubs),
 	};
 }
 
@@ -152,27 +180,33 @@ router.get('/api/platformAnalytics/period', async (req, res, next) => {
 		const page = Math.max(0, parseInt(String(req.query.page ?? '0'), 10) || 0);
 		const offset = page * PERIOD_PAGE_SIZE;
 
+		const dateRange = `"createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'`;
+		const pvDateRange = `date >= :startDate::date AND date <= :endDate::date`;
+
 		const [communities, users, pubs, pageviews, newCommunitiesRows, totalNewCommunities] =
 			await Promise.all([
-				sequelize.query<{ count: string }>(
-					`SELECT COUNT(*) AS count FROM "Communities"
-					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'`,
+				sequelize.query<{ clean: string; spam: string }>(
+					`SELECT COUNT(*) FILTER (WHERE ${NOT_SPAM_COMMUNITY}) AS clean,
+					        COUNT(*) FILTER (WHERE ${IS_SPAM_COMMUNITY}) AS spam
+					 FROM "Communities" WHERE ${dateRange}`,
 					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
 				),
-				sequelize.query<{ count: string }>(
-					`SELECT COUNT(*) AS count FROM "Users"
-					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'`,
+				sequelize.query<{ clean: string; spam: string }>(
+					`SELECT COUNT(*) FILTER (WHERE ${NOT_SPAM_USER}) AS clean,
+					        COUNT(*) FILTER (WHERE ${IS_SPAM_USER}) AS spam
+					 FROM "Users" WHERE ${dateRange}`,
 					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
 				),
-				sequelize.query<{ count: string }>(
-					`SELECT COUNT(*) AS count FROM "Pubs"
-					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'`,
+				sequelize.query<{ clean: string; spam: string }>(
+					`SELECT COUNT(*) FILTER (WHERE ${NOT_SPAM_VIA_COMMUNITY}) AS clean,
+					        COUNT(*) FILTER (WHERE ${IS_SPAM_VIA_COMMUNITY}) AS spam
+					 FROM "Pubs" WHERE ${dateRange}`,
 					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
 				),
-				sequelize.query<{ count: string }>(
-					`SELECT COALESCE(SUM(page_views), 0)::bigint AS count
-					 FROM analytics_daily_summary
-					 WHERE date >= :startDate::date AND date <= :endDate::date`,
+				sequelize.query<{ clean: string; spam: string }>(
+					`SELECT COALESCE(SUM(page_views) FILTER (WHERE ${NOT_SPAM_VIA_COMMUNITY}), 0)::bigint AS clean,
+					        COALESCE(SUM(page_views) FILTER (WHERE ${IS_SPAM_VIA_COMMUNITY}), 0)::bigint AS spam
+					 FROM analytics_daily_summary WHERE ${pvDateRange}`,
 					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
 				),
 				sequelize.query<{
@@ -180,10 +214,13 @@ router.get('/api/platformAnalytics/period', async (req, res, next) => {
 					subdomain: string;
 					createdAt: string;
 					description: string;
+					isSpam: boolean;
 				}>(
-					`SELECT "title", "subdomain", "createdAt", COALESCE("description", '') AS description
+					`SELECT "title", "subdomain", "createdAt",
+					        COALESCE("description", '') AS description,
+					        (${IS_SPAM_COMMUNITY}) AS "isSpam"
 					 FROM "Communities"
-					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'
+					 WHERE ${dateRange}
 					 ORDER BY "createdAt" DESC
 					 LIMIT :limit OFFSET :offset`,
 					{
@@ -192,18 +229,23 @@ router.get('/api/platformAnalytics/period', async (req, res, next) => {
 					},
 				),
 				sequelize.query<{ count: string }>(
-					`SELECT COUNT(*) AS count FROM "Communities"
-					 WHERE "createdAt" >= :startDate::date AND "createdAt" < :endDate::date + INTERVAL '1 day'`,
+					`SELECT COUNT(*) AS count FROM "Communities" WHERE ${dateRange}`,
 					{ type: QueryTypes.SELECT, replacements: { startDate, endDate } },
 				),
 			]);
 
 		return res.json({
 			counts: {
-				communities: Number(communities[0].count),
-				users: Number(users[0].count),
-				pubs: Number(pubs[0].count),
-				pageviews: Number(pageviews[0]?.count ?? 0),
+				communities: Number(communities[0].clean),
+				users: Number(users[0].clean),
+				pubs: Number(pubs[0].clean),
+				pageviews: Number(pageviews[0]?.clean ?? 0),
+			},
+			spam: {
+				communities: Number(communities[0].spam),
+				users: Number(users[0].spam),
+				pubs: Number(pubs[0].spam),
+				pageviews: Number(pageviews[0]?.spam ?? 0),
 			},
 			newCommunities: newCommunitiesRows,
 			totalNewCommunities: Number(totalNewCommunities[0].count),

From e5e2e4dadb2474553ef141bf6b71288ae3af2d52 Mon Sep 17 00:00:00 2001
From: Travis Rich <travis.s.rich@gmail.com>
Date: Wed, 15 Apr 2026 22:59:39 -0400
Subject: [PATCH 4/4] fix pnpm lock

---
 pnpm-lock.yaml | 37 ++++++-------------------------------
 1 file changed, 6 insertions(+), 31 deletions(-)

diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index 69191cd279..a1192af7aa 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -6,7 +6,7 @@ settings:
 
 patchedDependencies:
   reakit:
-    hash: hpw5k5ors3jxzufoxbjqeo4iee
+    hash: 31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8
     path: patches/reakit.patch
 
 importers:
@@ -316,9 +316,6 @@ importers:
       html-minifier:
         specifier: ^4.0.0
         version: 4.0.0
-      iframe-resizer-react:
-        specifier: 1.1.0
-        version: 1.1.0(prop-types@15.8.1)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
       install:
         specifier: ^0.12.2
         version: 0.12.2
@@ -525,7 +522,7 @@ importers:
         version: 1.0.9(react@16.14.0)
       reakit:
         specifier: 1.0.0-beta.14
-        version: 1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
+        version: 1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
       rebound:
         specifier: ^0.1.0
         version: 0.1.0
@@ -7175,18 +7172,6 @@ packages:
   iferr@0.1.5:
     resolution: {integrity: sha512-DUNFN5j7Tln0D+TxzloUjKB+CtVu6myn0JEFak6dG18mNt9YkQ6lzGCdafwofISZ1lLF3xRHJ98VKy9ynkcFaA==}
 
-  iframe-resizer-react@1.1.0:
-    resolution: {integrity: sha512-FrytSq91AIJaDgE+6uK/Vdd6IR8CrwLoZ6eGmL2qQMPTzF0xlSV2jaSzRRUh5V2fttD7vzl21jvBl97bV40eBw==}
-    engines: {node: '>=8', npm: '>=5'}
-    peerDependencies:
-      prop-types: '>=15.7.2'
-      react: '>=16.8.0'
-      react-dom: '>=16.8.0'
-
-  iframe-resizer@4.4.5:
-    resolution: {integrity: sha512-U8bCywf/Gh07O69RXo6dXAzTtODQrxaHGHRI7Nt4ipXsuq6EMxVsOP/jjaP43YtXz/ibESS0uSVDN3sOGCzSmw==}
-    engines: {node: '>=0.8.0'}
-
   ignore-by-default@1.0.1:
     resolution: {integrity: sha512-Ius2VYcGNk7T90CppJqcIkS5ooHUZyIQK+ClZfMfMNFEF9VSE73Fq+906u/CWu92x4gzZMWOwfFYckPObzdEbA==}
 
@@ -20554,16 +20539,6 @@ snapshots:
 
   iferr@0.1.5: {}
 
-  iframe-resizer-react@1.1.0(prop-types@15.8.1)(react-dom@16.14.0(react@16.14.0))(react@16.14.0):
-    dependencies:
-      iframe-resizer: 4.4.5
-      prop-types: 15.8.1
-      react: 16.14.0
-      react-dom: 16.14.0(react@16.14.0)
-      warning: 4.0.3
-
-  iframe-resizer@4.4.5: {}
-
   ignore-by-default@1.0.1: {}
 
   ignore@4.0.6: {}
@@ -23469,11 +23444,11 @@ snapshots:
     dependencies:
       picomatch: 2.3.1
 
-  reakit-system@0.7.2(react-dom@16.14.0(react@16.14.0))(react@16.14.0)(reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0))(reakit@1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)):
+  reakit-system@0.7.2(react-dom@16.14.0(react@16.14.0))(react@16.14.0)(reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0))(reakit@1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)):
     dependencies:
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
-      reakit: 1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
+      reakit: 1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
       reakit-utils: 0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
 
   reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0):
@@ -23481,13 +23456,13 @@ snapshots:
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
 
-  reakit@1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0):
+  reakit@1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0):
     dependencies:
       body-scroll-lock: 2.7.1
       popper.js: 1.16.1
       react: 16.14.0
       react-dom: 16.14.0(react@16.14.0)
-      reakit-system: 0.7.2(react-dom@16.14.0(react@16.14.0))(react@16.14.0)(reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0))(reakit@1.0.0-beta.14(patch_hash=hpw5k5ors3jxzufoxbjqeo4iee)(react-dom@16.14.0(react@16.14.0))(react@16.14.0))
+      reakit-system: 0.7.2(react-dom@16.14.0(react@16.14.0))(react@16.14.0)(reakit-utils@0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0))(reakit@1.0.0-beta.14(patch_hash=31488077229fe3d19a71c66458b888c58eab18010632a29e3b5c485df77242a8)(react-dom@16.14.0(react@16.14.0))(react@16.14.0))
       reakit-utils: 0.7.3(react-dom@16.14.0(react@16.14.0))(react@16.14.0)
 
   rebound@0.1.0: {}