diff --git a/lib/music_library_web/live/stats_live/index.ex b/lib/music_library_web/live/stats_live/index.ex
index 90a72cb2..d866a9e3 100644
--- a/lib/music_library_web/live/stats_live/index.ex
+++ b/lib/music_library_web/live/stats_live/index.ex
@@ -20,10 +20,7 @@ defmodule MusicLibraryWeb.StatsLive.Index do
 
     recent_tracks = LastFm.Feed.all()
 
-    release_ids =
-      recent_tracks
-      |> Enum.map(fn t -> t.album.musicbrainz_id end)
-      |> Enum.uniq()
+    release_ids = release_ids(recent_tracks)
 
     collected_release_ids = Collection.collected_release_ids(release_ids)
     wishlisted_release_ids = Wishlist.wishlisted_release_ids(release_ids)
@@ -83,10 +80,7 @@ defmodule MusicLibraryWeb.StatsLive.Index do
   end
 
   def handle_info(%{tracks: recent_tracks}, socket) do
-    release_ids =
-      recent_tracks
-      |> Enum.map(fn t -> t.album.musicbrainz_id end)
-      |> Enum.uniq()
+    release_ids = release_ids(recent_tracks)
 
     collected_release_ids = Collection.collected_release_ids(release_ids)
     wishlisted_release_ids = Wishlist.wishlisted_release_ids(release_ids)
@@ -100,6 +94,13 @@ defmodule MusicLibraryWeb.StatsLive.Index do
      |> stream(:recent_tracks, recent_tracks, reset: true)}
   end
 
+  defp release_ids(recent_tracks) do
+    recent_tracks
+    |> Enum.map(fn t -> t.album.musicbrainz_id end)
+    |> Enum.uniq()
+    |> Enum.reject(fn musicbrainz_id -> musicbrainz_id == "" end)
+  end
+
   # The Tailwind build step requires all needed classes to be explicitly referenced
   # in the source code, and not dynamically generated. This implies that one cannot
   # (for example) interpolate a number in a class name.
diff --git a/lib/music_library_web/live/stats_live/index.html.heex b/lib/music_library_web/live/stats_live/index.html.heex
index dbde706e..7444edc8 100644
--- a/lib/music_library_web/live/stats_live/index.html.heex
+++ b/lib/music_library_web/live/stats_live/index.html.heex
@@ -114,6 +114,19 @@
             </div>
           </div>
 
+          <span
+            :if={track.album.musicbrainz_id == ""}
+            class={[
+              "inline-flex items-center rounded-md",
+              "px-2 py-1 text-xs font-medium",
+              "ring-1 ring-inset",
+              "bg-zinc-50 dark:bg-zinc-500/10",
+              "text-zinc-700 dark:text-zinc-400",
+              "ring-zinc-600/20 dark:ring-zinc-500/20"
+            ]}
+          >
+            <%= gettext("No MusicBrainz ID") %>
+          </span>
           <span
             :if={track.album.musicbrainz_id in @collected_release_ids}
             class={[
@@ -143,7 +156,8 @@
 
           <div
             :if={
-              track.album.musicbrainz_id not in @collected_release_ids and
+              track.album.musicbrainz_id !== "" and
+                track.album.musicbrainz_id not in @collected_release_ids and
                 track.album.musicbrainz_id not in @wishlisted_release_ids
             }
             class="relative flex-none"
diff --git a/priv/gettext/default.pot b/priv/gettext/default.pot
index d5b5d9a4..8872e7b6 100644
--- a/priv/gettext/default.pot
+++ b/priv/gettext/default.pot
@@ -82,8 +82,8 @@ msgid "Edit"
 msgstr ""
 
 #: lib/music_library_web/live/collection_live/index.ex:121
-#: lib/music_library_web/live/stats_live/index.ex:70
-#: lib/music_library_web/live/stats_live/index.ex:76
+#: lib/music_library_web/live/stats_live/index.ex:67
+#: lib/music_library_web/live/stats_live/index.ex:73
 #: lib/music_library_web/live/wishlist_live/index.ex:117
 #: lib/music_library_web/live/wishlist_live/index.ex:124
 #, elixir-autogen, elixir-format
@@ -210,7 +210,7 @@ msgid "Purchased on"
 msgstr ""
 
 #: lib/music_library_web/live/collection_live/index.ex:112
-#: lib/music_library_web/live/stats_live/index.ex:62
+#: lib/music_library_web/live/stats_live/index.ex:59
 #: lib/music_library_web/live/wishlist_live/index.ex:109
 #, elixir-autogen, elixir-format
 msgid "Record imported successfully"
@@ -273,7 +273,7 @@ msgid "Something went wrong!"
 msgstr ""
 
 #: lib/music_library_web/components/layouts/app.html.heex:7
-#: lib/music_library_web/live/stats_live/index.ex:42
+#: lib/music_library_web/live/stats_live/index.ex:39
 #, elixir-autogen, elixir-format
 msgid "Stats"
 msgstr ""
@@ -368,17 +368,17 @@ msgid "Scrobble activity"
 msgstr ""
 
 #: lib/music_library_web/live/record_live/import_component.ex:80
-#: lib/music_library_web/live/stats_live/index.html.heex:159
+#: lib/music_library_web/live/stats_live/index.html.heex:173
 #, elixir-autogen, elixir-format
 msgid "Choose which format to import"
 msgstr ""
 
-#: lib/music_library_web/live/stats_live/index.html.heex:128
+#: lib/music_library_web/live/stats_live/index.html.heex:141
 #, elixir-autogen, elixir-format
 msgid "Collected"
 msgstr ""
 
-#: lib/music_library_web/live/stats_live/index.html.heex:141
+#: lib/music_library_web/live/stats_live/index.html.heex:154
 #, elixir-autogen, elixir-format
 msgid "Wishlisted"
 msgstr ""
@@ -449,3 +449,8 @@ msgstr ""
 #, elixir-autogen, elixir-format
 msgid "Error refreshing cover"
 msgstr ""
+
+#: lib/music_library_web/live/stats_live/index.html.heex:128
+#, elixir-autogen, elixir-format
+msgid "No MusicBrainz ID"
+msgstr ""
diff --git a/test/music_library_web/live/stats_live/index_test.exs b/test/music_library_web/live/stats_live/index_test.exs
index 5f5f1463..57d5c381 100644
--- a/test/music_library_web/live/stats_live/index_test.exs
+++ b/test/music_library_web/live/stats_live/index_test.exs
@@ -127,10 +127,28 @@ defmodule MusicLibraryWeb.StatsLive.IndexTest do
         scrobbled_at_label: "20 Nov 2024, 11:54"
       }
 
+      in_murmuration_track = %LastFm.Track{
+        musicbrainz_id: "",
+        title: "Wait For Me",
+        artist: %LastFm.Artist{
+          musicbrainz_id: "298c6d13-4757-437d-a3a6-07d0b3255e5b",
+          name: "Von Hertzen Brothers"
+        },
+        album: %LastFm.Album{
+          musicbrainz_id: "",
+          title: "In Murmuration"
+        },
+        cover_url:
+          "https://lastfm.freetls.fastly.net/i/u/64s/f4923850113a5d365b1fd2d04cb4c1c3.jpg",
+        scrobbled_at_uts: 1_732_399_832,
+        scrobbled_at_label: "23 Nov 2024, 22:10"
+      }
+
       LastFm.Feed.update([
         machinarium_soundtrack_track,
         the_last_flight_track,
-        the_mystery_of_time_track
+        the_mystery_of_time_track,
+        in_murmuration_track
       ])
 
       # We add one album to the wishlist, and one to the collection.
@@ -164,6 +182,12 @@ defmodule MusicLibraryWeb.StatsLive.IndexTest do
                "#track-#{the_mystery_of_time_track.scrobbled_at_uts}",
                "Choose which format to import"
              )
+
+      assert has_element?(
+               stats_live,
+               "#track-#{in_murmuration_track.scrobbled_at_uts}",
+               "No MusicBrainz ID"
+             )
     end
   end
 end