diff --git a/changelog.d/9283.feature b/changelog.d/9283.feature
new file mode 100644
index 0000000000..54f133a064
--- /dev/null
+++ b/changelog.d/9283.feature
@@ -0,0 +1 @@
+Add phone home stats for encrypted messages.
diff --git a/synapse/app/phone_stats_home.py b/synapse/app/phone_stats_home.py
index c38cf8231f..8f86cecb76 100644
--- a/synapse/app/phone_stats_home.py
+++ b/synapse/app/phone_stats_home.py
@@ -93,15 +93,20 @@ async def phone_stats_home(hs, stats, stats_process=_stats_process):
 
     stats["daily_active_users"] = await hs.get_datastore().count_daily_users()
     stats["monthly_active_users"] = await hs.get_datastore().count_monthly_users()
+    daily_active_e2ee_rooms = await hs.get_datastore().count_daily_active_e2ee_rooms()
+    stats["daily_active_e2ee_rooms"] = daily_active_e2ee_rooms
+    stats["daily_e2ee_messages"] = await hs.get_datastore().count_daily_e2ee_messages()
+    daily_sent_e2ee_messages = await hs.get_datastore().count_daily_sent_e2ee_messages()
+    stats["daily_sent_e2ee_messages"] = daily_sent_e2ee_messages
     stats["daily_active_rooms"] = await hs.get_datastore().count_daily_active_rooms()
     stats["daily_messages"] = await hs.get_datastore().count_daily_messages()
+    daily_sent_messages = await hs.get_datastore().count_daily_sent_messages()
+    stats["daily_sent_messages"] = daily_sent_messages
 
     r30_results = await hs.get_datastore().count_r30_users()
     for name, count in r30_results.items():
         stats["r30_users_" + name] = count
 
-    daily_sent_messages = await hs.get_datastore().count_daily_sent_messages()
-    stats["daily_sent_messages"] = daily_sent_messages
     stats["cache_factor"] = hs.config.caches.global_factor
     stats["event_cache_size"] = hs.config.caches.event_cache_size
 
diff --git a/synapse/storage/databases/main/metrics.py b/synapse/storage/databases/main/metrics.py
index ab18cc4d79..92e65aa640 100644
--- a/synapse/storage/databases/main/metrics.py
+++ b/synapse/storage/databases/main/metrics.py
@@ -88,6 +88,62 @@ class ServerMetricsStore(EventPushActionsWorkerStore, SQLBaseStore):
             (x[0] - 1) * x[1] for x in res if x[1]
         )
 
+    async def count_daily_e2ee_messages(self):
+        """
+        Returns an estimate of the number of messages sent in the last day.
+
+        If it has been significantly less or more than one day since the last
+        call to this function, it will return None.
+        """
+
+        def _count_messages(txn):
+            sql = """
+                SELECT COALESCE(COUNT(*), 0) FROM events
+                WHERE type = 'm.room.encrypted'
+                AND stream_ordering > ?
+            """
+            txn.execute(sql, (self.stream_ordering_day_ago,))
+            (count,) = txn.fetchone()
+            return count
+
+        return await self.db_pool.runInteraction("count_e2ee_messages", _count_messages)
+
+    async def count_daily_sent_e2ee_messages(self):
+        def _count_messages(txn):
+            # This is good enough as if you have silly characters in your own
+            # hostname then thats your own fault.
+            like_clause = "%:" + self.hs.hostname
+
+            sql = """
+                SELECT COALESCE(COUNT(*), 0) FROM events
+                WHERE type = 'm.room.encrypted'
+                    AND sender LIKE ?
+                AND stream_ordering > ?
+            """
+
+            txn.execute(sql, (like_clause, self.stream_ordering_day_ago))
+            (count,) = txn.fetchone()
+            return count
+
+        return await self.db_pool.runInteraction(
+            "count_daily_sent_e2ee_messages", _count_messages
+        )
+
+    async def count_daily_active_e2ee_rooms(self):
+        def _count(txn):
+            sql = """
+                SELECT COALESCE(COUNT(DISTINCT room_id), 0) FROM events
+                WHERE type = 'm.room.encrypted'
+                AND stream_ordering > ?
+            """
+            txn.execute(sql, (self.stream_ordering_day_ago,))
+            (count,) = txn.fetchone()
+            return count
+
+        return await self.db_pool.runInteraction(
+            "count_daily_active_e2ee_rooms", _count
+        )
+
     async def count_daily_messages(self):
         """
         Returns an estimate of the number of messages sent in the last day.